{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (c) MONAI Consortium  \n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");  \n",
    "you may not use this file except in compliance with the License.  \n",
    "You may obtain a copy of the License at  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;http://www.apache.org/licenses/LICENSE-2.0  \n",
    "Unless required by applicable law or agreed to in writing, software  \n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,  \n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  \n",
    "See the License for the specific language governing permissions and  \n",
    "limitations under the License. \n",
    "\n",
    "## MAISI Mask Augmentation Example\n",
    "The tutorial shows how to utilize the MAISI mask augmentation function (`maisi.scripts.augmentation`). It currently supports the augmentation for 5 tumor/lesion types (i.e., lung tumor, hepatic tumor, pancreatic tumor, colon tumor, and bone lesion). We provide step-by-step guidance on generating augmented masks and showcase its effectiveness in this tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setup environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -c \"import monai\" || pip install -q \"monai-weekly[nibabel]\"\n",
    "!python -c \"import matplotlib\" || pip install -q matplotlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import torch\n",
    "import monai\n",
    "from monai.transforms import LoadImage, Orientation\n",
    "from monai.utils import set_determinism\n",
    "from monai.config import print_config\n",
    "\n",
    "# Add MAISI folder to PATH\n",
    "sys.path.append(os.path.dirname(os.getcwd()))\n",
    "from scripts.augmentation import augmentation  # noqa: E402\n",
    "from scripts.utils_plot import find_label_center_loc, get_xyz_plot, show_image  # noqa: E402\n",
    "\n",
    "set_determinism(38)\n",
    "print_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load example mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "maisi_example_mask.nii.gz: 5.74MB [00:01, 3.24MB/s]                            "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-07-11 20:06:56,301 - INFO - Downloaded: maisi_example_mask.nii.gz\n",
      "2024-07-11 20:06:56,302 - INFO - Expected md5 is None, skip md5 check for file maisi_example_mask.nii.gz.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "volume shape [512, 512, 384]\n"
     ]
    }
   ],
   "source": [
    "loader = LoadImage(image_only=True, ensure_channel_first=True)\n",
    "orientation = Orientation(axcodes=\"RAS\")\n",
    "# download data\n",
    "resource = \"https://github.com/Project-MONAI/MONAI-extra-test-data/releases/download/0.8.1/maisi_example_mask.nii.gz\"\n",
    "dst = \"maisi_example_mask.nii.gz\"\n",
    "if not os.path.exists(dst):\n",
    "    monai.apps.download_url(resource, dst)\n",
    "volume = orientation(loader(os.path.join(os.getcwd(), dst))).to(torch.uint8)\n",
    "volume_shape = list(volume.shape[1:])\n",
    "print(\"volume shape\", volume_shape)\n",
    "# plot will focus on lung tumor (label index is 23)\n",
    "target_class_index = 23"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot lung tumor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SZpIIAsLzPW+mYHmGDFQ1+zRUpGoDauENgeFgPqIzi/IEhLkFkEg7lrOesRwtRyIdIYQQnkGCQlEJjEIVzs5/ceYYBqyEcA4jGdzCVII5n+f5slzWhXCOEM5hxcwJWqKhV/E+sjrAt8DVSGDoqXTQTgJW8LsDjH8B/pC6EvTIrFUiwZllEvwo+EEzAD2LeM7p0rIeicCpfM9FArXzLYvJemiokji1nN1Ah6nBAUI56+5mCCGEcDIJCoUXC0eVmLgTZwWE1ThFfz6lA7+joWPEWuHrzzPUZyXj2c4Q7FW2lzCbBvQGvgMuAy64tzkin1TweQHM74OWBGSq/zI9DQJ6kxONWUdA5lSw9Xfs4U2oChH1KfzbSqPwgDAJNeozwbHNKZ2zUKDWXfatnxBUSRzwhl5CgK1cQhDx1GNnkevE0oAL1HRhq4QQQjiaBIXCS1UDPkclKim5AHTZ6URwgu78SFd+rfDe7GjoaJylAesZyzZGOqCNlYWGqvt4CfAVZBXpFp4gDXzezRoymosGajhkFvNCcj6Htj7giJsdNVAxVGOK/ojruR7ngSTQsGNItsMRtYodA7pTzhHFKa7/v7xt0TEaCw5V13UNu915N5d2049GbKYuO/OEsXY0jtOaUzQnhsYketA8biGEEGUnQaHwUjOAETjrbruGnSt5nnrsqtB+si8Nl3IHuxhAOoGkOKlX07uZgDmoUhW3oobaCccoLEBxwufG/DOYVkDmjWB5u2L76oYahVnUN5Se64dNqFGcFsAKQ2sv5P42z6geRuDjvQ/ww5Eb8+3AO3rpcv/fGQx2fvvtEho2zFsfceHCy3nooVdzLXH8a1vPODrxGz6k5yz7g7vYzGWkeVVymey/p7f8/wshhOtISQrhhZybVMaHNK7jfzRkG2Yyyr0fHfiRaZylHnHUIUVKG5TSf6gENL+4uR2VpSTF98DruX4PQw3XLc0cwEwwbAT/K8FQykA980pI/66sjVQ0oCvFB4QAB8F4OpPXuk8gMiOG3LmeInzPUi/oYuB0MqUuZ9IvDm08lVKXRzZ+WMoETwnAnrK9hiKFAfUomA2naG+8cT/dum0EQNN0OnTYhr9/ep51zp6tzv79akjqiy8+zqJFlzqovRcZsFKLfWi5/tDedk4LJpPv2ch6qvEUrdzdnFykJIUQwjUcXpJi1apVvPLKK2zZsoXTp0/z008/MWbMmJzndV3nqaee4sMPPyQ+Pp7evXszZ84cmjZtmrNOXFwcU6ZM4ZdffsFgMDBu3DjeeustgoKCytocUeU4NyAM5AJjmEkj/sGUlWW0LBKpjoUAAE7TlN30I51gRzczR1RUGtWqqcD1yJEgLJbKMEexJWqu6GYk+UxFnQH+BdblWuYDfANMKMX2ZrD3hPT54DMTjBtAS3F8MzUuTreLouDoUx1IhZoxx/G1pDEwcAldmq+lh88K/APSit117cDj1A48nvN7s5BdzOx2Jx/ueYBDSc2x6cV9DfplPdKLWae0zJQmINQ0O40aHeLBB19j3LgfiIoqPslLZOQ5IiPVHMbnnptOvXrH+PPPQQCkp/tx9Gh9IviTUDYDYCGKcwxDx0gGUZRmOKsdEyc8KpAqOxM6XblAnLsz5gohhIcqc1CYkpJC+/btmTBhAmPHji3w/Msvv8zbb7/N/PnzadiwIdOnT2f48OHs3r0bPz8/AG644QZOnz7N0qVLyczM5NZbb+WOO+7gyy+/rPgrEpWUBozE+VlGz9KM9aUOCHUgjZCcIscLeJC99Mp6VnPqXKaQkAxeeGEbt9xyEF2HoUOHsGtXGAApKSbS0rx5dHhf4D7gcWSOYUW8Drycb1kGKlBMhFIN/TOAbSikDQa/G8C0ALQigiTdH/RyDCcMAPpRMHGMntVcXSfkn3hebX8b7aptRtPsGLTyDXIJNKcwqu53DKq1iHHLVnM0uUkxa/sArYBtuOJ9qGl2atY8zZ9/DqJu3eNoZRzl2LHjNt55ZzJ2uzrvbNvWgeHDf8c37gzBbMeIBR2IYjFWQtjLi9jxw0ogDpkH6sHUfYXK/RqFEKIiKjR8VNO0PD2Fuq5Tq1YtHnzwQR566CFAdVVGR0czb948rr32Wv777z9atWrFpk2b6NKlCwBLlizhkksu4cSJE9SqVXKqbhk+WhWFATspmOrdcWqyj4lMwoe0Us042UMvTtGcDVxBZlbR40x8sbtoqu6XX65m3Lhj+PjY0XVITTVis6mWr1wZzbvvtuD3370n9X1ByajerHIORaywyjB89FEKBoWggp2bgQ/KuL9UMC0E8ztgWpP3KesgyJwE1pGUZYgkfqjRc43JGxCeBBLAdCyDaxt+zE0N51DT/wRGQ/F1QUtL1+Hbw7fwzD9vFbOWFTW/9RTFJ48pjUigUbFrVK9+ln//bU+NGjEYDBWf2WGzGTh5sjYfvj+BQxvOsmd5bM5zOmDPqudxjsFYs24Q6Jg5yzD0SlfIXWcwZ4nEwtfUdXdjcpHho0II13D48NHiHD58mJiYGIYMGZKzLDQ0lO7du7Nu3TquvfZa1q1bR1hYWE5ACDBkyBAMBgMbNmzgiiuuKLBfi8WCxWLJ+T0xMdGRzRYeLwB4C5WO0HnSCeIAXWnJ3+TvFbDiw3/0xZbrI7OJ0RylnVPbVBx/fys+PqqdmgaBgRcvli+77CQnTwbw++818d6kCkHAPcAfuKm2QCWWAewClgFDSlg3twCwXgv4gN4ATIuAeJVxNONBsF1S9qYEoK6J4WLcFQvs1fFPTWVEnZ+Y0vwFgs1JZd93MTQNGgfvpUfUCtafGVDEWlZUdOoI6aj3cWE3NHVCQhK58srvqVbtgkMCQgCj0U69esd57oVnWLskmk8ymrN1dfWckQ3GrGGx0bkyLNvxwY4vcfTBjj/ee/7IT2O5ZEgVQogiOTQojIlRiQiio6PzLI+Ojs55LiYmhqiovCdmk8lEeHh4zjr5vfTSSzzzzDOObKrwKt2Ba3H28KYL1OIbniGSo+TvFbBj5CwN3JDavvyuvPIYaWlGpk7t6u6mVEB/YC5wG1LD0NHWonoRyxIUZrGOBesVYNgLpIO9PuXuUc1ElfazAfsBm0573800CN/PhB5v0Thkb7mHipakS+Q6HjQ9xfNbX+HfuK4UDIAcMZcwWxJqjmzeoDAqKpYxY37m/vvfpEWLPWUeMlpavUbE0rZHHH//2Ya3Xrudw2tjCGQPWr4bYAYyqMsHRLGIWC4jga5YCw1khRBCVCZeMelo2rRpTJ06Nef3xMRE6tb1pOEfwnkao+oR+rjkaDbMxFDcHCPP8fTT7TEY4PLLTxT6fPXqFho2THZxqxxNA67I+vdWZIiVJ9HA3qLiu0kiJw+OScvkha53M7DmYoLMrnnvtq62jQ/7XsGK0yN5fNNsrHruc80Zpx+/T5+/ef/9u5x+HIDgsExGjt1K32GPsH5dV0zph5lw68cEnP8B31yvVQP8OEl93uMgISTQzSXtE0II4T4ODQpr1FDD+2JjY6lZ82IK8NjYWDp06JCzzpkzeb9orVYrcXFxOdvn5+vri69vZZvfIErndqBmiWu5QwgJJBJCaYZXGUnGgIUADhDGRjKJ4AwjsRJWYHuDwUaNGjFoWb0jtWqdYtKkd0lP9+O11x4kNVVlN927N4IXX2zDDz/UA2Dy5L0sWVKLAwcuZjs9frw0ZQe8wWjgaso+B054OrPBQrjvOfyNqUxo/haDay0iwJTq0jYEmZPpFrmaaP9TnEqtW8pyFRVnMNi4+upvXXKs3IKCUhgydAVWq5EZs99n3sstsBw/xdkz1TERn+eMFMUi7PiR5Mah8kIIIZzPoUFhw4YNqVGjBsuXL88JAhMTE9mwYQN33303AD179iQ+Pp4tW7bQuXNnAP7880/sdjvdu3d3ZHOE12sCXINnzWnRCSAVA3YeZQav8yAWfEkhsJChpToaGWjYqc2nhLMaDTsaNnQMBLONvbxI7o+hwWCjQYMjbNzYjYCA1Kxldnx8VNmJm2+ej65rOT8vXjySXbv8SEkJ5OuvG2C1GrDbPenv5Sga8AKqZtwqN7dFOIpRs9IpYj1z+lyFBvgYLE4bPlmSSL8Yvhk8mEt/30h8hjNK3mjkLf+gExycRJcum51wrNIxmWxcddV3jB5tZvu21lwy5GWa6Y+TmuKbde7SCWYXF+gpQaEQQlRyZQ4Kk5OTOXDgQM7vhw8fZtu2bYSHh1OvXj3uv/9+nn/+eZo2bZpTkqJWrVo5GUpbtmzJiBEjmDhxIu+99x6ZmZlMnjyZa6+9tlSZR0VVcj3Q0N2NyGHEyrV8xYO8Qg1iCCSFW/kYG0b6s5pD+Yad+nKahryOmTiMpGEgEwAL1TnPEM4ynOx5ko0aHWTo0KVERp7l3nvfJjw8rtCLYz+/iwmXPvjgDjIyfLBaTbz11n0kJISyaNEoTpyorEOrq6Pml0pQ6O1MWgaX1vuOlmHbubz+1/gZLSVv5GSaBoGmJEbX/5Ifj9xEUmYoKtmRo+ayhgMNcn4LDk5iw4bu1K9/1EH7Lx9NA1/fTDp02smug72xpmfwxhv3s2huDZIT1Pkp3aOydQohhHCGMpekWLFiBQMHDiyw/Oabb2bevHk5xes/+OAD4uPj6dOnD7Nnz6ZZs2Y568bFxTF58uQ8xevffvvtUhevl5IUVUE9YAWeFBT6ks4emlKXvHP4rBhpyy720xwAP47iSyxB7M6T1Q/AQiTnGUwMVwLQps0OGjc+SO/ea3j44Vcr3Mann36KTz6ZwPHj9Sq8L890DLgK2OiCY1WGkhTzgdeAHUU8PxSV3dV1fI1pDKr5G890vo8gB2cUdQSb3chlf2zgSHJTVJbWwzhmLuvFkhT+/qlcfvlCPvjgDkJCPPBvYDMwefI7fPPNNVy44Jy6sCKblKQQQrhGSSUpKlSn0F0kKKzsNOB/wHPubkgepQkKa/IVEfyJT77eBQvRxNEPU1QLajdKpW7d40yZMotGjQ5Ru/Yph7Zz376mfPrpTXz55fUcPlx8XTTv9BZwvwuOUxmCQlB1Hp8A9uVaVgsYA9wNtHFJK4LNCfSIWsHtzd+kdbWtTssoWlG6DrvjOzB33xTWxAwiITMMSMl6NgaVPbSkOowpwPlcv4eggkI/AgOTGTp0Kd98cw0+PpmObr5D/ftvO2bNmsKvv15KbKxzSwJVXRIUCiFcQ4JC4YWuBD6lTAWwXcCAjREs5m0m0wA15CsNPyYzmx+4kmB+JYK/8CEOUEUtTjEeC9Hccvfv9B60k4YND9Op0z8ATp07petw6FAjtm7tyPTpz7FnT0vnHczl9gADUMXsnKmyBIXqnahKe0wHglH1CQsrweB4w2r/zMi6P1Ld7wydIta5bc5gWek6LDt1GQ+sm489J/FM9tdlSS+isK9VtU3nzpvZtKmrV/0dtm3rwJ49LZgyZRbnz1d3d5MqGQkKhRCu4dLi9UJUXHbBcs8KCEHVKvyNUYSQwH28SSRneYcJ/I2NML4jjHU5PYR2zFh96qMHtWP89Yu4/a7vaN16t8vaqmnQuPEhGjc+hK5rvPXWfWze3AWLxa/guv7qAaBbQU90WTPLqRlwE/AGqri4KJ4G1AYmoAJCf6AD5QoIgxNh7I/QZifMmgIna4Mt79eI2ZBBgCmZS+r+QIOgA7QN30KHiE0VfREup2nQPXIV97d5lk8P3M359MicrKSBxgxGRO6nb0TB+YDrL9Th19jmJNsKZsxu2XI3Dz1U8WHirqRp0LHjNtq23UFamj9JScF8/vl4tm9vR0aGZAUXQojKQnoKhYcZA3wNePbFRiDJ+BFLbV7ASGLO5bWOAR0DcYZh9LnawLtz7icwMAWz2b3BS0pKAI8+OpP33rsLW76L+LDHIPRR9XPGNjg9DPDsUW2ouV79gA1OPEZl6Sl0BB1MVvjqOrjsF/DJgPgw6L8SdrYBXWXVNGBjSO1feLbzFAJMqZgM3h+023WNeEsE1/61jJMp9dEx8FbrRdxW9x8CTQU/KKk2E1+caM8dO0bnWW4w2Bg1ahELF44usI23SU4O5O675/Dtt1djsxkLnFOyaZqO2WwHwGbTsNnyZ2gW0lMohHAVGT4qvEgI8D0q+YVnC2InUfxCKFtyAsJE2tG8TyjV60LvfpsZM24JkZHn3NrO3OLiqrFo0Sjee+8u1q7tnbO82tNQ7Sn1s24ByyY4NQgPDwx1YD0wC9gEHCh+9XKRoBAAgw0u/RUeeRk6boWANLVcB07XhHE/0HG/Rq2A43SMWM+Iuj8R7nu+2F16G12H2LRafHbgbs6k1eREUmu6BqcysPphAIZUP0SUbwpbEmry8bHOfHe6Necy8tYIveqqb5k1awrR0WcKO4TXOXcuguTkIDZu7MY770xm9ep+eZ6vXz+ZG288xG23qc/mm2+25K23KtMwdkeRoFAI4RoyfFR4kb7AIHc3olAaVgLZC6i73rX5DH+OkWZsTs+e6/ExZ3Kcejzy9Cf067favY0tQnj4BW688XNq1TrFCy/8j5SUQDZu7EbuYYSaL5gag19fSF9FyaMzQ1CjEXVUXg2bs1qfnwb0zHpsA3oBaa46eNXgnwrdN6hewffvhBq55nDaDLCuJ+2CduAfvIm7Wv9B9yjPfN87gqZBjYBTPNxuOgAf7b2PNTGD2XEiCoA0u5WG/unMPtKNH2JaF9i+QYPDdO26qdIEhADVq5+nevXzNGhwlNq1TzJ9ukoMtn9/UzQtnIkT9/O//+3MWb9jxzgGDjzN+fN+bN9exW+0CCGEB5KeQuEhAoBfgYLlTtxNI5MA9tOEFzCi6qlZiMRuiiC44yUsXnIp4eGOqmXmOjt3tqZdu+2EPWXI6SnMZk+E0yPAspniewx7oqqG2IFFgFuy659B3WlPdvB+q3hPYeMD8F9LKGTos3a0Lg0HfsXs5pOoF3TYDY3zLI9vms3OCx05lx5daOH76dOf5dlnnypky8pnxoxHiY+/jEmTYqhbN7XA86tWRXHrrb04dCgIVyQ68nzSUyiEcI2SegplgL/wEAOyHp7Fl1M04C2a8RQGLFl5HK/m0gfCefKz/fy9pj/VqnlfQAhQu/ZJXn31ITIXW0ian/c5LRhq/QWm4mpWt0DVkxcu9B5wLxdLJLjBvJsZMmUC37a/krqBEhACPN9lEj8P7cWc3lczos6P7m6OWz366ExuuOFuvvrqCK++2qrA8337nuGrrypvr7IQQngrCQqFB2iFmhvmKXeNdQykE8mv1OAnwtiAjUCSAkaQGDCKa+7Zz8RJX3Pttd9iNlu9JrV8ftWqxTNx4of0CF5FwtuQ9CnYU8CefXPfBKH3gbF2ETuohUpmKZxMRw2N/Rh4B/gcsnqsnabWSZj4IWg6pPpDSgDMuQueepqB3zXhhsSNBJhSvfa972gGTceg6bSP2MxNTWczsu73+BjS3d0st9A0aNt2ByNHziMtbQ0ffVSPlBQj2WOSNA1q107lvvv2YDDY3dtYIYQQOWROoXAzDbgF8Jwi6wbSaME0fDkN2MmgBhci72Xl2pEEBaUQEXHe7dlEHSU4OJnevdew/NnBnJ1oIO4RMNWDWqsAM4RMguQvwHbS3S2tanSy56+qf4ejEutk4pLhrGcj4acr4JZ50Hc1JIbA+Qg0q5FBnafQreEa57fBS3WI2ETLsO2sqvMT9637wt3NcZu2bXfSrNnDbNrUnb59f2D16qUEBqpJx7Vrp3Hfff8xe3Yz7BIXCiGER5CeQuFmjYDx7m5EDg0LIfyLmfNYCcEW3p0+t9Rm2crLadjwCDVqxFaagDDbPffM5qmnnoEMsMWCZRuc6AQn2qlHxg53t7Aq0YHVqF7B9kC7rH834NJ0sJk+8E8n6LcKDjaG2Gg6hW7izZ43MbT2L65rh5fyNVoI9fHOYeWO5OubQZcuG5k1axzPPNOS7dvDcp4LCLAxdOjpnJIVQggh3Et6CoUbNQW+A2q6uyEYSCGYnUSxCA2dI9zPuOuWMfnhL+nYcZu7m+dUUVFnmTjxQ3x8Mnj88ZcgEzL/K8eOwlCjHCtXzOxkycB/QCowA0gHNlN80pwbccm43Uwf2NccDTtNQ3fxbOf7aBSyz/nHFZWKn5+FLl02sHjxIu66axy+vtWoUyeV8eMPkZJiwvtS3QkhROUkQaFwExPwEKonxP2C2EtD3iDD1IDU2rcTadaZ/uJ7NGhw1N1Nc4latU7Trt328u9AA/oASwHPKc3o4VKAP4BxZdgmEvWZMTulRflp2KgbeJT3el9JtP9plxyzMtGwYZC7JPj6ZvDcc9OpX/8od9zxIaDz+ecNs56VialCCOEJZPiocAMjcA9qLqFnXBCkUxt7ncu4/92z7P6vLbt2taZ+/aoREDqEhqf8V3qRZcA1ZdzmDdTnxjVCzIl8OWgI0f6nJalMOQRyjprsYOnSoXzzzdXubo5baRp0776B2277iIsnDHlTCSGEp5CgULhBe+BlwMfdDQFA0+zUbZzEzQ9s4faJn+Dvn46PT2aVuwhu2PAw11//BSZTJmpuWwmOAQn5llWxv1nF2CnbWFsj6jNjdE5z8rAT5nOeqxt9QoAppcp9Fhwpkv3sWV+L338f7u6muF27djuYOvX1sp1nhBBCuIQEhcLFaqJ6O9wZEOp5HuPG/cDq1X2ZOvWNKn3x26rVf3z88W0sWzYEk7kUF2wHUHWX9Vyr9gZqOLOVVdlnwEiXHKll2A5+GNKX+9s8i5/R80or6DoVmotW0e3LohY7iELmYmbLfZ4xl+Y8I4QQwiUkKBQuNhbohzu7lDp23Mr69T1yHjNnPkrNmjFua48nOeRn4f7uG7AtHgnBSSVvsAP4k4uJMQOALkBxRe9Flv7AhyWs4w8sQpWjGAUEObtRANza7G1q+J/0yJsk6TYj7+zuwboz9bDYytdrmpjpy4KjLR3csrxCOUUnvgZ06rKZpvzl1ON5Ez8/C927b2Dx4pEEl+Y8I4QQwukk0YxwEQ24DnjRLUePioolPDyO9u3/ZcqUWXTvvtEt7fBkm4AHgW1+FlWK4MvrVQHzmGKywyaj8qWsAVoD4UAI4Of89l5kBCIoPmOnJwpH3SQxAq9ysS5hthDgcWAQrvqDatiZ3vFB+tRY7pEBIcCZtCA+2NMFDfhtxKfUCUws8z4WHG1JQobz/qZbzvVg3s5bCEElb/InkbXLOvHMM4146qlnnXZcb+LnZ6Ffv1V8+eX1TJz4ITHFnWcqrZnACtRJVAgh3Et6CoWLRKAufENcfuTQ0HieeeYpdu5sw5dfXk/v3mtd3gZPlwbsQ1XIA8BsheG/Q71jYCqhPp4OnEblTckuzWbGhbecwoHbXXUwBwtHJY7ZDuzM91gLXI7rImw74b7n6BX9F2EeXGOvmm8a/WsewaCVb9jh2fQAFh9vRs+oYw5u2UVn0mqy9Xz3PMtOHq/JulVdOX8+XMowZDGbrQwf/jv16h3LmmNY1WwGluDSGqRCCFEECQqFCwQCc4Folx/5ppvms3z5YCZM+ASj0Y7BIFdjhfmaQsIqkxX+HAQdtuV7QgftP9C2oiYV5nIISATaokYJ13FGa/Pz9iyGGqq3sLCH616XvzGVrwYNpk7gEZcdszyCzRm81PUPJrXaQLDZUubtkzN9qBuUQLtw1w4Zr8kO4leeo3v3DcyaNQWrtXRDX//8c2Cp1/VGJpOVP/8cRIcC5xkhhBCuJMNHhQv0B4biynsQmmZnzJifefzxF2neXJI8FGcrsBJVNj0PDQhIhe4bYHPXrIV20A6DYRtoKWBPBntroJra4CAqlmmKSjiTBpxwxasQpaODOQ1q7Ifj7cgOOv2MqYyq9z1hPnHl7oFzpWBzBhNbbC7XtnUDE3im03J8jPmH6zqWli+BigE7uk3n4MHGPPvsk4SGJnD11d/i66sC28TEEBYsGI2ua2gaXHbZEcLDLZw4cTmfftoIg8GKrmuMHLmYqKgzaJrusUN8y0LTICAgle7dN7BlS2d0PesmT+7X5vlvSSGE8HqarnvfQJbExERCQ0Pd3QxRKiOBT4HqLjtikyb7uf76L5k27SX8/Mrek1CVpAN3ov6HirSjDdw9B9b0AO0UGFaCluvvqoeAbTTge3FZU6A5auRjDLARyHB063N7AXjCwfushopyqzl4v24ScAHa/wqjXoagc7D6VvjhRQJNSQysuZjnu96Dj0GGsTnC5uNtmLthDIH5etKt+BBLC7ZyLQaDnRYt9mAyWalWzcKQITFcemkqmqYCpaZN4/H3t5GRYWDv3jBsNgOvvtqB0NCT7N8fQPfuSxk//vNKc9MrOTmQZcuGMO66H/AdYCTscTBkzTZI+RqSvwbrEbc20QmuAr53dyOEEFVEQkICISFFT+OSnkLhREHANFwZED788MvcffccGjY84rJjerM4SnFJ0nYnfDgR2mwC7U/Q8tfWSwLDMrAPQA0VBvYDp4AmqAQ0B1DBoXCf2rvgzpsu/h5+nFZhW5ne8SHahW+uFL1OnsJMWoGAEMBEBoGcB8BuN7J7d2v69DnFq6/+TZcuZwvdl4+PnbZt1b4+/3wZANu3R/DUUzfwySc+zJz5mJNehWsFBaXQvPlejNUg+jsw5Eq069sedDskvOy+9jleChDv7kYIIUQOmVMonOg1oI/LjhYZeYauXTd5bUBoS4fUY5B2Ql0AeRRzJtQ+CYXNydR00GIoUIg9BRUM7gJaoeYXmp3dUFGoBpvg8ucKLA7zuUD7CAkI3cVgsDNlyvYiA8KitGt3nscf30xQUHNmz77bSa1zvVq1TjFr1hR8fQvWxgy8HDTXVGRxkV2o7FxCCOEZJCgUTtINlTnRFVebOoGBycyffzNjx/7oguOVnz0DMhMuPk7+ALseVY+tt8GypvBnO9j5EJz81rltsQFJlHK6TqNDsKYP+GeWbX5PCiozaRTq/kAL1JxD4TpGC9TcC23/yLPYZMjE35TqpkZVXhk2H9JtAaVYUyc0NIPOncsWEGbr2vUsPj5RrFgxAJvNOV/l1uSL5ypbwTjN4UJDExl3xQ8Y06wFboz5tAVjJJXoqsXrZu4IISq5SnN6FZ7EB/gElWnEuYxGKzffPJ9163oyePByjE5OHlFemUlweA5suxOWNr742DIe9r+sHie+zAoaL8DBNyB2sXPbtA/ojcoFUyKDDj4a2K4AvT3YW4EeWLoDnUVls0kCWgLtytdeUU69P4Ob7sm77HBnBl+w8FLXu9zTpkrshyM38sK2mSWuFxycyYYN39OgQfmLt3fufJa0tI5Mn/4cR4/WK/d+8tN1sFth45UXz1WbbwCrC+rM+6amMeL9j/FPzlt3VAuC2uvB1MD5bRBCiKpI5hQKBzMDzwPNnH4kHx8Lo0Yt4pVXHiYy8pzTj1celrNwfjWc+AZOfYfH3Bw+C/xBgYISxfPNgEv+gl8ug3R/MPiCHgfaBVTEVwQd2Jv1bzMgDFW28nz52i7KyJwG/nn/fxoca0jHvY0IavqnmxpVeZlsKZit8cWuE+Bv5dJLj1CjRipGY/lPCkOGnCA21p/x4x+nb9/V1K/vmNqLKQfgn5shfivYs3oIYxdBxgUwBTvkEEUKDkri+anTWP7HOFJ7BWHIyimnGcAQDpqMNBBCCKeQnkLhYFOAB3D25DE/vzQGDfqTzz670WMDQoDEHbBxHJz6Fo8JCAF2APdTxiaFJcC8WyAiK5qzdwb7ULCNBNul5CSZKco+4D9U/qEBqBHGwrUy/DDuHsD40xZuavqeu1tTKUXzH435u9h1IqPSmDt3OcHBjsn22q7dv4SFxTtkXwBnlkDcuosBIahRDHufh8RdDjtMkXyw8GH1K+g563sMP8djK98IWyGEEGUgPYXCgdqgChw4/201bdpLPPHE8x5ZjP7IRxD7m/rZ4oEXM6uAp8q7sa8FPrgD7pkNRxtkLQzOepTCQdQ0025AXcAObMGjAuZK6UB3+O0RsAQTcqADl4/o4O4WVUo/Hr6B1UfaY+aIy46pafDJJxPo1OmfCu/rwBtqZEPKwUKe1OHoh3B6AUT0vri4Wndo8gAYfCp8+BxGo52uXTfzRZerGDp0KaufH0K1/0HAZY47hvsVWwhICCFcToJC4SAm1LDRpk4/UmhoPJ06/eORAWHKYTj0DiT+W/F92dLVvB6Dgz+lJ6CEfoxiGO0wYgmEJpS/AWdRJSuaAg1QgeFOnFzHsArbOwDONIUdI9TvPp7bs+7t9iW2Zl9iK1q7MCjM5ogMsvGb4PRPxa+TcSbvOqcXQOJ2aDIVgtuA0bfobctK0+Dee98m8fkQtr/cjdQ/wHbGcft3r53uboAQQuQhw0eFgzwAXIJzs43q+PhY+O67qxg+/HcnHqd0kpJ8eP/9TqSmqqjNngG7pzkmIAQ4/SMkOXiolhVwe3nyBOAkKhj0QRW5b+nWFlVuJ9peDAixYzZkuCQnsChIRwPNgI+PZyTEsqWrm1j7ZqhH4u5y7MSukmSt7gf/3qXmITrS5Zf/QrNm+7Csh6T3wF6B+1FCCCGKJkGhcIDawG04Yx5htWoWxow5hq9vBldf/S1r1/aiX79VmM35C6i7nr9/JqNG7cfXx8bphbBmCMQsdNz+7RlwxsGx78fAgxXdiabDqEVQ43T59xELrEYNG9WAakBkRRsmSlI38ChfDhyKvynF3U2pdDaf7cn5xEBCOVXkOudpSHqbS/jrr589IjA88h5sv1/dzKroDS1bKpz9CwIaOKp1lZnnjXIRQggZPioc4GpUd4/j1KyZSqtWCTRpksSzz27mnnsC+eCDOwgNTXTocSrCZNKpUycJuxV2PQzJ+xx8AA2iRpS8WmntBf7BAUk/NeDF/8HGbhBTs3z7sAG5657VQtUv/Ae4UNEGiqIYtUyi/U9j0OSi1JF2XejA27umk3ruAo1YU+R6dkzoPgHUqpXikOGeR44Ec+5cBl26lK9WRGYS6rPoIE2mgjnMcfvL1rr1LurXP8LRnHnM3m416mQn3Ksa0MnB+zyDSuUmhPeRoFBU0CjgWYfvddiw08ybt5a0NCOHD1v49ttbMBjcPvCxULG/QdoJx+7T4AOd5kJgQ8ftczbwgeN2B40PwpbOEF/NMfuLRiWgWUuxFS6E8DQz/32BXeda0Zw/XHbMkycD+fLLmiQlbaZZs/3l2odvJGgm0B008MKvlmPmNuY3bdoM4uPDePnlRx2/c7dIAJJLXEtUhBlowcUpLQ2AfPVaiQC6OPi4MUBhXe5vQp5RBOdR8yiE8BwSFIoKqA7ch6ox4Dhms51x444CsGdPCGPGtGPvXgN+fg49jENkJqiyE7ZUB+/YCBH9HVcT7B1w/OXqe3dBSiB8Mb582ycD24D2XBzIHg4MBw6jCt67f4RdpVE/6ABT2z6Npskf1RlaspiaLuwhmDmzI/7+vzNjxuPl3kfdm2Dvc5Be9IjXUgvtBNUcfX0tRKkYgBpZ/07O+jkQGMPFLxcN5+Y8yFYj65GbDgwj77DhvcDGXL+nAq9xcQhNJqrX0VWqAQFlWD8RuXtb+UhQKMpJQ1W6G+LYvWo6ISEZdO4ch9WqERp6lgcffBWTyf1zCAuTuB3it7i7FcVLBZYBexy940K/X9O4GMmZUZlkimABjgGts1bN/s72AeqhAkbhMOG+5xhSe5G7m1GpZNrNfHXwdk6m1KcmR0t1yXnqVCCvvdaB++//F5Op9MN4dR1SU03ousbixTWpUWM93bv/XqGeOYMZmj6sksxYYku3jdGfnOvs6v0hvKf6uc71zp1PaDZncnESsjezA+5PlObdsr9b6gI3oIKZ27OW++J56TK0fP+Cyq6WO8OaDtyS6/ezXCxboqMyAlQ0c/RNqLkahRkJtCrDvtYA64t5/jjwRb5l+eeNCE8jQaEop5rAXTj6CzoiwsKGDYuJjk5j1aponn8+hGXLJjhlSJIjRPQF3aaGYVliVXp2R3Dk670WJ/QSFqBnPSZyMZqbgLpxUMwXdCrq+mg4xcaPQngau66x6NiVvLL9eWy6ochLrfxOnw7knXfaMmXKdkwmHV0Hu73kD7zNpjF06OUcPhzMa69N4v77vyMgIK1Cr8Fghkb3QWaiqkGYdopie+eDmkPXb8A3qyPEFASmwAo1odTuuWc2c+bcTVxchGsO6DQ68Ke7G+GFNCAEuArojQpizKjhJZWBBvjn+r0e8ETWzzpq6GtFb46H47iEgEMovlMgg4JTi/YDn2X9vBHYnvWzjF7xFBIUinJ6ADXcwHGCgjIZPvwUNWumYTRCWNh52rYtT45016o+QD3i1jkmKAxpB/VvA9+oiu/rNHAA1SnnFJ3+gfU94GBDYDywjot3Aj9EjRF9sujtdVTnYhJqeocQXuKLA3fy4d4HsOkmOvAt1Sn9vL7UVBOLFjXAZLKzc2cEn33WrNj1TSYrgwf/Sa1aG5g+/X16915T4YAwm6ZBiyeh3s2QdhK2ToDkvfnW8YHo4dBqBoSUpTPBgQIDUzAYKsPF4zFk2F1ZDUDlzW4BNMb7e4vLSsP7viB9UIkCcosG+mT9fIaLae9mA0dRgeRyKh78ivKSoFCUw0BUAODYIRq1a6cyf/5aNE3np5/COHfuH95882mHHsOZTEFQrXsRz4VAs8dAy7pJd+Q9SDlYcD3faOgwRyVsqKhY1D25/yq+q6JNfQNio+HlB1En9dxDQy4A36BO8MUkI7JmbZr9nZeMGpniwKyIVV2X6mt4vMMj7m5GpfHBf1P5+tBtnEtXXWb+xGMuxa0XM+kEE8PZs9GMGzecUE6hYcdKJskFLqCUTp228PrrU+nVa22FS/GcP+/PvfcOx2DQmT9/AYZcp/CA+urRaDIc//zict8oaPoYVOsGhlxXDHYL7JsJZ5dCcGto/TKYQyrUvCpiKeDgzGSVUiPU0NChqAyhLuqSFi4SlfUAmJX1byawCfXlvw91YxnUUFQHTHwWJZKgUJSRP/AMBSdSO05Ghsbhw//ywANPO+0YzhDcBvqtK/r53ENCI/qUbr2K+Alwf66+85QqLM1A9Rj6o4LECtfNELmF+ZynRdhOdzfDq+k6xKbVIsPuy874jsSk1cl5Lp0QrPhgIqPYfYRxjI58zWZuxISFHnyMiXQSqM1mxpNOKLl7QWrWPMUTTzxP//6rHPIali9vwJdftqFly3PoukZh9fIaTlKP3Ao7J2VcgMNzwBID5/+GuuOLP685XirqEsabxp2nAV+7uxEeLAjohZqG0BmVMbSq9QpWZWbU/z+oHsUJWT/vQmVF2I2aZ5mJ6nEXjiZBoSijwajx/M6RlGTilVea8uCDj3jsPMKilKW9zn5ti4DvnHuIi4Ysg3fvgorUQz+EmlbQq6QVRan0nA3HusPJzu5uSaVgtRt5f89DfHvoVuIs1bHrxjzPb+NqOvEVNSk+8NaAYGIZwOtZv9vRgFBO0p25rOQ+cl8Ef/zxbQwf7uikJMWffEp7bvKNhm7fXky0FeDA8jkl0naC4T+wtwG9Zcnre4xkKOE9UjUFoIaITkJl6ZRLU5H7RNQm62EHpqFKunyJCg7fRQWIMrTIEeSTJ8qgJfAGzsrsFRfnw/vv18du/xOjsSIRhliLC1MZdNsI/hZIuQ6YhxrmUY7i6PGoTkVJTlYx1Q5D3zdUUPj3vXCim7tb5LV0HVKswfxw+EY+238PiZlhha+HodTveJVk117CMh2TyYrZnInBUI7PUiFsNo21a+s6ZF+ggseIvurhUtpeMOwELRm0k6BXw5kjVxxHR82dqmgGycrEBFyCCgb7kjfRihD5GbIe1YF7UZ+p21HDTHehAkUrkrim/CQoFKVkQKVLbuK0I5w968frrzfiwIFhBAdLYd/ycswlZFlpwBTgalTtyhVl30U8qjahqAAdovZA9QPqcbotnOjq7kZ5rZOp9bh15S+cSq2H7uI09wsWjKZ37zUO25/BoNOy5TlAp337WDTNPWeKitHB8K8KCAEMR4AQsEfj+cMMY4E5uOsM7Vk0VPbQh4BuyHxBUT5qnIV6H2Wgktoty3osQdVSFGUhQaEopZtQF/vOU7/+UX78cSwBAY6uBF+1PA184rajRwMvoU7Ga1CZxNq4rTVVTstf4dIHL/7eexbR/qdpetQbelI8z/z9kziZWh93BBy1a5/E399x3eaaBlddtZu1a+tw4407WLmyPvXrJ9CoUbzDjuEW2n4wGMDexd0tKcEsXFuM3FM1RBVKehLwc3NbROXhg3pvTUT1Hu5GJauZhcrBftx9TfMinlbhU3ikEFQvkK9z9h6SwKWX/sL8+TfTseNWjEb3d/3bbBpvvdWN1FTvum/yBKrEbYwrDxqQCp+Ph1onsxY0BNqj6ir9ADzlytZUXYFnoOa/EJmrNELYSQa3ns2U1i+5r11erFfUXxhKMRTJn7hSZR8tihUzKVQv9/alFR6ezvz5C2nY8AJPPDGQ1FRH1SxzvoCAVD7/fDy1ap/M+4SWhspM5cllHg6jEmRU5V5CP1QW6j+AF5GAUDiPBrQGrkBNpPkdWAj0Q4YoF69MQeFLL71E165dCQ4OJioqijFjxrB3b96CRunp6UyaNImIiAiCgoIYN24csbGxedY5duwYo0aNIiAggKioKB5++GGsVqlL4rmuxJm9PcOG/cGCBaPp33+VxySXsds13nmnC9u3F54m3tPoqJkqq4GTJazrcGYrDF4OgTIP1K26fwDDi6kJKcqsSch/RPidKTAHML/2fF+mOoX5JVKLTdyEq3okGzWKZ/XqebRufdYlx3MEs9nK4MHLCQywg57v0kU7Doa/3dOwUknCDWdmD9Id+AL4H86cgiJE4VoClwJ/AV+hkhpJcFiYMnWDrFy5kkmTJtG1a1esViuPP/44w4YNY/fu3QQGqjHhDzzwAIsWLeK7774jNDSUyZMnM3bsWNasUXMjbDYbo0aNokaNGqxdu5bTp09z0003YTabefHFFx3/CkUF1QDuwFlpv7t128BVV33nsGQKjmIw6EyZsok6dbxnTPplwEZ3N0K4j6arR277h8CpQPD/yz1tciFdh/Vn6pJs9WFwrYMYHBBf1Q48xs9De/HVwduZt38yyZmhha6nUbZwLhM/jtAzZ55iGmFl3EPFaJrzMyA7g8GgM/meg7zyeitOnMjV06Sh3gDCw/gBdwP3A/Xc2xSvZsefOWhlSFJkpybpTMTz59q6SvZZejQwHFiMmuO7EkooJVSVlCkoXLJkSZ7f582bR1RUFFu2bKFfv34kJCTw8ccf8+WXXzJo0CAA5s6dS8uWLVm/fj09evTgjz/+YPfu3Sxbtozo6Gg6dOjAc889x6OPPsrTTz+Nj4831RyqCmaiJoI7XteuG7n//je5+mqXFU8oNaNR5957N7m7GaViQ5WfOImbc24Z7Kg+S/kS8hj7hsCJMOhYuYPChAxfFh5tyezd3cmwG/lu8Fc0CrlQ4f0aNJ1qvnHc0eJ1Uq1B/HTkBi5kRHDxPa7n+7d4OpBBIMfpzD4Go2MscRtxkcGgc++UOXz7/SOcONEE7zjX6KiC3FUtaPVHzee6BeR9Xi5mVmFkP2AngBcwcrrU29qoj/q7+5DOVchw3dz8UENLhwCrUO9TR5f+8U4VmlOYkJAAQHh4OABbtmwhMzOTIUOG5KzTokUL6tWrx7p1qqr3unXraNu2LdHRF4flDR8+nMTERHbt2lXocSwWC4mJiXkewhU6AGNwxhdvhw5beeyxGVx3nRTyrahM4BHcPI3aaINfLoMO29zZCpHtWHf47xKIa+zulrjE94db89K//UjI9CPNZuKVHX2ItzjuIshksPJg2yf5etBgOkWsz/WMThc+JbSUQwPjaMAa7mYPI0odEKal+bF06RAslpJvmP77bzsWLbok5/H3370rZQfap/M+YfDAc6AHubsppbAB1VNWlYwANiMBYXnomFmND4sI5FlCuJ0Q7ihTQAhg5Cgh3E4wd+HLT5jY4qT2erNgYBTwPSqRYi33NscDlDuLht1u5/7776d37960aaPmm8XExODj40NYWFiedaOjo4mJiclZJ3dAmP189nOFeemll3jmmWfK21RRLmHAdFSSGcd75JGXGTv2J6fsuyqJB67DA3LaaUDTAyrpjHCPLTfC4T7q59MdIK0aVzecy/hm77m1Wa5wXePtHEsO4/vDbdDR2HKuNidSQgjzdWz2zrpBRwgw5S2XE8h5TGSWuP0ZmvEfI0glAnzToctGNdx3c1dIDyhyu3PnqnPFFT/Rvv2/+PgUP8xpz54WxMTUzPk9ODiRSy/9lU8/vQmTqfIUd27U8BwhQc3BNhgM28Gwt+SN3CYFVbS+qhgBfAYuSJxU+dgxsYNgJmLCMe9pjVRCuZ4MBpLMTHT8sNEG7+hld5Ug4E1USa37UbWxqmaek3IHhZMmTWLnzp38/bfzJ3dPmzaNqVOn5vyemJhI3bqOK8IrCnNF1sPxGjY8RK9ea52yb1e6cMGPsLD0Ms/NSU01YTDo+PlV/CLtLCq5TPnzHjpYjRgISIFUqTvlcvEN1COXOkGHaRB8yC3NcaUAk5VpHVbSM/oYNruBKP8UWldz7K0SXYez6T6k28re85GJH0nUICnUH5qtB5MVorISsDU+AAeagiVv4oPHHpvB1Kmvs2ZNb9LS/Fm7tneZj5uUFML69T2w2w2ogeZll5lpYN++cPbti+CKKzwn+HrggTdITg5i6dKuoNdCEkd4gmGoLKsSEJaFgdME8RBgxZdfAcffXDXzF9Xohk4wFq4libeQz0x+PYG/UQmR5qOusKqWcg0fnTx5Mr/++it//fUXderUyVleo0YNMjIyiI+Pz7N+bGwsNWrUyFknfzbS7N+z18nP19eXkJCQPA/hTL1RcwkdfyfJZMqkfv2j1Kt3zOH7LomuQ2KiD1arY17XU0/1Z+nSRmXaxm6Hhx8ewksv9XHIsK5ZqPvQHuPra2HoUne3QlRBfkYbI+ocYFS9fXSNPOnQRCq6DilWI5PWdmDLubAyb3+EnuzRhkJQEtQ9DjVPX8x70GwvdN2QbwuNJUtGcsklv/Hcc9Ox2/MHommojJbZD+f1Ar7zTleGDRtPcLBnJWPo2/dvmjbdD1QDvXFWYCjcIxR4DvgciHRzW7yPL9/gy1f48S0aqU7pw8s+3RhIwpef0apoT1jxNFRSxRmoBDQt3NscNyhTUKjrOpMnT+ann37izz//pGHDhnme79y5M2azmeXLl+cs27t3L8eOHaNnz54A9OzZkx07dnDmzMW7uEuXLiUkJIRWrVpV5LUIh/AB7sRZJ/aBA//i55/HOGXfJbHbNebNa09srGN6sbp1O4mWP9tjCXRd4/jxUMaN+88hbfC4AWFma1bCGSEqh3SbgS8P1mHssh7siQ9GL8clm46GXuckdNpc8EmNXEma8rJazbkCQjuq1tbnqHP0yFyPt7OWfw7sKHP7ihMcbGHu3IUMHnzYofutGnQ88CztYKGoXpXHkYCwfMysQnNpIqI0/PgAzaNre7qTEVXG4jugqZvb4lplGj46adIkvvzySxYsWEBwcHDOHMDQ0FD8/f0JDQ3ltttuY+rUqYSHhxMSEsKUKVPo2bMnPXr0AGDYsGG0atWKG2+8kZdffpmYmBieeOIJJk2ahK+vc4qji7LoiErZ63gNGhxm4MC/CA11T6IgR2cUHT9+Z5m3MRh05s5dSEREWoWPvwY4UOG9OEHPdbC9HRyUelTCu6VkGvn9ZBSv7miKpRzDRvMw2NVNk8L4nIHoHRDblsJHaOhZjw+Ao4U8/0mun4cDQ1EX6B1JSQnk4MHGtGy5p1zNvv32bTmjGooa3eCu8ha67g3zol5xdwOcKAyYB1yOzFFzjUx6YKNOkc8bOYKZQm4+5WIgmSD+h4Wr0Ql2dBMrkTbAj8BYqEAdWm9SpqBwzpw5AAwYMCDP8rlz53LLLbcA8MYbb2AwGBg3bhwWi4Xhw4cze/bsnHWNRiO//vord999Nz179iQwMJCbb76ZZ599tmKvRDiALzAZZySXqVfvKHfd9R6PPvqyw/ftLWw2jQ0barNgQTOmTVtDWFj5ZwJuAx5DjX73OA+/quZMvX0vHGlY8vrCKRoG76OGf1UumF0xe+KD+GRffX49VoO8F7zHgIaoC2IHCTFCxz2w0Q4X2hUszk46KgFCaTIQ/p71CAYGc+bMsyxZMqLcQWFqqomVK+szY0Zv0tPVJUNQUAadOp3G19fGY4+tISio5EQ7zlDWkRqud4bCg/jKoBrwMVU1IKzuG0v94MJvyyZnhrA3oW2p92WjFRmlrEGYwjNkMrDI5334jQBm5FpixcwmGS5abtmB4VVA+c6h3qRMQaFeiklQfn5+vPvuu7z77rtFrlO/fn1+++23shxauERrVPYlx7vllnlVOiAEdZd96dKGfPRRR8aN20O3bqfKtx/gHmCdQ1vnYA+8CRZfmDajxFWFc9zdciaX1vve3c3wOjYdXtjagsXHo0nINBeyxqeoG2dFX5iVS4AGPY/A743Amv/GnB34j7IVWU4ClqOGQpVvCON//1Vn6tShdOgQy733buSVV3pyyy3/0qLFefr3P+q2HsJsd975PsnJQXz66c3ubUiRllF5exguxVnJ6DxVtP9JAkxqFv+w2gu4r83zha6380IHHt34IZA1ZSSlATa9sHOJkkLh+ymPDC4hg0tyftdIIoyhaMTnWU/HlwrkmqxisgPDcajzcOUl7wiRxQQ8ChR94iqv4OBEAgM9Kh2KW5hMOk888TdDhx6ma9fyBYQ24Bmg8ueTFMK1bDqcTfNl3v56LDoeTVKhAWG2Fai5VB1KtW8jGZiwlHyv3mSBNqtgf3+VwbdAj2FZJQFr+f77h6hT5zRXXVW2mwSJiT4kJPjy7LMrMJnsjBmzF4NBd3swmK1dux20bOmpF2mZwAJ3N8JJhgKvu7sRThdgSsbPeHGqx/OdJ9MjegVAsXMAW4dtY+Gw7gBk2Hy5/q9lnEqtQ6o1iGBzAvEZ4eTvXdWwE+YTV2zvd2JGKFa95HqluekEcYE1RTxb+vOLr286ISGlm/pjsfiSmBha6n17hxZcHErqqeecipOgUGRpj8MK1RtRN7azzm0vvvg4Eyd+WPH9VgJGo06vXifKta2Oyjn4JRBbwrpCiNKz63AyxZ9r/uxKQoaZks+DO4G2lDYobMg6jPoBdtprg6GYETdGAzRMg3pLYcVgcMiFVQxr156nW7deZQ4Ku3Q5zdKlX2Ay2dE0df4SpbUe+MPdjXCCAcAXVM6yEzpmQwaGrIuXSa1e4uqGc3Oe9TWmY9RKTqSmaWBErednTOOLgUPZcKYfc/57lBld7+Dav5aTacubQyPUJ45vBw8g0FR0TcvJa79i09k+2CnL/GYNyrS+4uNjwZArady4cT8wZ87dpdp2wYLRTJz4IbquYbH4UjmGF2tAc1Sh+yuAfe5tjpNIUCiyTMNRvYTBt4AWDMmfwcAOy2jbdge+vp6VztwbJQO9gCNubkeptd0BfVfB6n7ubkml15O1NGMfB2jCGvq4uzle52BiILet7lTKgDDbIShlgWkDNgwna4DeFbpuLH5lDTDaoNZJyPCBdD/UV/Vw4BfKXoRGBzLZvbsVK1b0Z8CAlaXe0mjUCQx0z3xB75YOvAckuLshDuYP3E1lyzLqZ0xlaO2FmDQr45u+R7ivmt8XbE7MGS5aXpoGAaZUekX/RbvwzYT5XOCXYd3If54xYCfC7wyGYnoKX+txK//bNJuVMSPK2AY7Y8b8nKenz2Yz8uOPY0nNVVPYZMpk3Lgf8PNLZ+LED6lf/+J82ICAVIKDiw5Ycxs79kcGDFjB2bORvP32vei6hq5rLFx4OfHx1crUds+iAa2AH1CdKAfd2hpnkKBQoEKNYVTkbk7zoIMEGVXB1eSM6lheqEn6alVguH//VY5pZhWWhpoddAwvSnA+6je4UE2CQifryD9M5zlGsoQ/GMrjvMgWuri7WR7PrsPmc2Fk2AwcSwngXLoPRZ8DNVSK8sOoTyPABiCDOBrhSzI+FJ9R2N+WQmhSIgnnwyE8rvjTrQa02gX2/RDXE85Fom7cWVDz1MqaSv4wf/zRl9DQe8oUFIry2gb87OY2OFogqjLuOHc3xEF0OoRvJNCcRDXf8zzXeTI+RufdAPE1WvA1quRy0f4x5dpHuO/5PMNZS+Lnl0bfvqsxmzOZNWsKtWtfnLaSkWFG1zXOnbvY4+vvn8b7799Z4QzxAQFpBAScpE6dk8ydOwFQORXuvnsO27e3Y926nnh372Eb4BbgKaByleCSoFAAD0C50xLr1PU/zZSG82kSpArSL9vcix/PTEDeXo4TC1xD2dJMiKrhGZ5iJEsAGMZSAknhjsDZhPrEu7dhHi7DbuCRDW04k+5XzFomoA5q+NWVqGyLuTO6bmMHNxNEMhEUX8cvkv3o8Rob/x0NA5cXu26ONhmQvh7W9oGEMNCfRfX8LadsgeH3qF6eBmXYRpTf50CquxvhYD2AmyljeWv38E+F5rl68RNC4XAjAIyalcYhezBqNp7vMolGIZUzEZC/fyoDBqzg55/H4ONTMNj18cnk889vdFl7NA3ee+9u/vuvBddf/yU2m5Hdu1ths6nrxIYNkwgNzcRuh//+CyUzs4IlgJzuISAeeAsqUWZXuWqv8voCg8u9tYbO9GazqOt/MVX6gOobWOlzBXc8O4v27f51QBurtiPAVCrTaUc4hs7TPE1HtuZZ2ou1/NapNylRnv6l6j7JmUZe+rc5icUmk7kSaAx0QQVimyh4W0ZHBQDppT94aiDsaA9tthc/vzCbrwUG/Akn68D29mB5FlVL9gM8PAex082ffxPffns1sBGVFXYSqkfXnTJRg/0rk+bAXLyid8cvDfqvhEWjIHso5k9XYL7qKyJ8zxLqc4HPB4wgoJi5e57qfHp10mwBpVq3Vavd/PrrpR5XtqVFiz38808nkpKC6dPnb/77ryVWq5nHH9/JNdccwWy207//ME6fDuDMGT8sFk/9HvNDpf1bSGXKMOwFt3yEc7VE1RsqGw2dYFMy19X+hTBzUp5sdP9ZmpCYGMjI4b9Rp47USauo88BPeOkghQ7bYMLH7m5FpTWCJdQh72dMfRQ9J0Okp7DaNZIzjZxI8WPWrsb8crQG6YUWpPdHBV3DgG6or0kj0B0IKmT9zRyjGYlEl9gGDTvGDE0FeJla0dXg826kgsc6x6HVbghOAq0TcCuqLIZv8dvnyGTHjmZ88MHEUq7v+f79tz27dzdFJX34HngT2O7WNqm6hF+5uQ2OZAJuA+ri0UGhjwWCE2HYH/DzGBUQakCmGaPFTOfq61g8ohPfDBpEgCkZTcNrzpG6DqnWAB7cMJe/Y4aUejtN87zvgey/e3BwEuvW9aR1610EByfy6KMt+fzzevj62lm16g/27fuZYcNOYTJ58pVPAOqmYOWZYytBYZUWADxYri2rmeOZ02464+v+TIg57x2305c34PC1/mTscEATqzg7XhoMZmuzC66rTBdIwlutiolg2OLeXLmsO58dqIu10HIPAcDLwA1ARKn3fZJ2JJfiwiCCw3ThU0jzg79aqMCwtDSg4SHVa1hjEypIfRlVSqg0fmLPnh/54osbSn9MD/fss0/yyCNtUHN7QJWA2IV7z5o6XjTzuxQuBe53dyOKZ7DBvW/Dwcbw6U2QndjOasTw6Xj6PjOWN3vciK/Rgo8xw+MCpZLYdSO3r/6Zf871LGPmUc+laSp5zZ9/DuLgwcbs2dOUc+c2k5BgxsfHjp+fnc8+W8NVVx3FaLRjKM2oCpfTUCNJLnN3QxxGgsIq7VagYbm2NGg6webkQjNlGQN0hnT/g7Cg+Io1T/A3ahCbEKUVSxRnK9GdS0c4luzPP+fCiM/wyRoymv+qMACVav8lIJqyp3CfRTznSCG82LUM2AjgApEcAEsziKkH1jIey5wJHY5Amx0QbAFGAtcCg4CaxWxooeyZSz1bUFAKAQHnyPu6XkINJRUV1wx4DmfUL3aop56BR2dC5DnITpJyuiYBXf/mi+WbeKrJk4T4VCx5ijv9cfJydl3oiFX38P+HMtI0CA+/QGTkOSIjz3HttbMZPrwPMTH+AISGZvLaa5vZtesXnnzS3SMAimIA7qQsNxE9mQSFVZYZlUHJ8ScZ7ayVOW/dRZMmlS9dryvZgVdRGUfLbEljeHQwnCnd/AOn6rIZum1wdyuqhDNE8gU3sJ127m6KRziS5M+bOxtz++pOfLKvQRFrNQGeBSZzMalMWZ3nELWJpUaJawYSR1t+QrNpsLkbrBoIm/wgPq10w0kB/A3QbB/0WQ3tV4HxOlTCg6ugFMNYK7czwAU3Hn8OlaOnMBj4FnWd4MFmPAp3fADVz6vfN3Sj/oh5fPaGhY8jHqd1xqlyZ/v0FEmZoWTay1a0fs+eFlx11XdkZnpP6pAGDQ7x9ttXEh4+HVD/ZzVrptO8eSJ33LGPl176x70NLFI3oGxlQjyVBIVVVjVgfLm2NGmZRPueRaPgBUx8ZjCpi20YzkltK0c4Ut4Nhx+EGcshygMy4IUlQFi8u1tR6Z0nnE+YwIO85u6meIx3djfmgz0NOJHiX8Qa/qi5Ug0pfr6Ujgo2ikv39BUZbMNCyTdiDNgJJE7tN74aHB8M69tDsgGSLXkfKRlFB4v+adAoGYJ/AQ4At6MyRBbfY1n5XQDOuunYR9x0XEcyAXfh/qQ9RQi7AGN/gB/Gwk2fQo1YOB9O4PeX0O+V4TyV9j2dDltpX20LJoP3pmg7lx7Jlwcm8s2hCRhMYDRffGgl3LtKSQli3bqeHDjQBJvNOy71zWYr3btvwNd3DzCPjz5K4bffwomL86FmzXRuuukQQ4acIijIE68vH6LwOefexXtuIQgHG0XpExTkVdc/hpmtZ2LMN29jSWw/fPrEc83Ej6ldWxLMuJWXzZkQ5fMqDxFNLABb6MxGChZFrqpOpfqy60IIxf89ugH35PpdRwVXCZCn1qMVeBoVGBbtAP2xE0YrFhe7ni+J9OI9/uIhMgkAAiC1HSzzRxVGzlWLzGiAumHFv4zUBFSilatQ8yG7A9+genqqog9Rw2Vnuvi4hwBvzrgdBtRD5Rq4Ho+8RAxMhntmw7NPgtEOCSEEXPDD551bGPlFUx5vNw1jlFfPxAcgKTOYmf++yG/Hr0TXDFRrCMZcnYXpFyDlLOjFvNRTp2rRu/ca1q/vQePGBzEavenvsptbb53E/fe/zbZtXbj33kPUqpXGkiXLuf32nnz9dQPS0z3p/dkeuAL4zN0NqRBP+osKl9FQBevLN3Q0ITOYxbEDuCR6RU5gaLUb2ZrSinFdvqBPnzWOa2oVlQm8j/vudQtvoPE9V7m7ER7FagebrnEyxZ8vD9blaHJRPYSgBsq0Ju+AmYOo4KoheYNCKF3yEg07RuwYMBSzvpa1JnlGW2igNwXGovINp158UYfjSnHsVOAXVFmGZqjgMC1r2cXXcPx4TT766DZuu+1jr0u4UbjOQH1gaa5lOu5JNnMCFRi6kwbkHmrYmNIlwtBQPc3RqEL1HvrmmPYSPPiaCgjtGqY75vBAzEpG1/gUUxsDRs2bAp+CdB2supnHN73HytPD0THgF6oCwtyfV78w0AyQdLrIXQEaFy5Uo3v3DWze3IXGjd393iwbo9HOyy8/xIwZT/Dkk5czc+a/mM067767ET8/G++919zdTcxFAx5D3YizuLkt5SdBYZXUCCpwMRmXGcY3Jy9lWORqDAZ1Ap5x4E4mvPge46793kFt9A7Zo7oceXGlo4LCl8geVS+EKImuw5cH6zJ/fz0sNiNxlpLm4JiADtlboz51G1GBVOPce4ZChsoX5QSd0THQloWl3uYiDRXQ3Y2qQbid0te88wOGc/FrvRGqtyd3UPg3hw8beP31qdx661wMBrvXB4aa1hPoSt6g0F1edtNxjajALwCVbGgyF4O6ACpPynwd/NLBz5JVOrQrT51axoiIJQTaM8o3HdgDTVn7BRvO9MOqm/EPh4DqBa8xNAP4hgAGSCp2YJZGcnIQdrt3DCHNz98/nQceeIVPP03gnnsm8sEH6wkIsOHjk31TzZNOYE1RN+M+cXdDyk2CwiqpJWoSefldyAzhgZ1PYNDs9Oixgcc+fJZeA9YQEpLkmCZ6gV27qvPll23o3v0kgwcfJjDQMXMXzgOXUzV6Cf2BHsBx1KC98huPSrRRFf5qxQv1iSPUx52JNlxH12HnhRCSM438cTKaP09Fcja9NMPiA4HHgVBUD9s+VK7f7OGh/wJtUYFWKvAiEF+K/S7Eik4GDcr2QvLQsto1AhXsbAZOolJOFdcLEgK0IO9FUmNUkfungVNAOnCew4cbMmLEEhYsGE1AQFqBPXmTm2+eT2ZmCtOnv48qzxHvppacxbXzCUNRvaRjUSN/WpO3h7ASevFxGP+5+nnZEFo+cQfDakwl0Fy5suqeTY/GYvcnoDr4VwNDEcFuZiqkluIrz2o1MWvWFN5++z7HNtRFwsISuO66uQQGprFt23A6drzAQw/tRtPgrbc8ad6rGZiK6i0s7c08zyJBYZWTXZuwYneNbLqJI+l1aNnyP5754HEaNTrskNZ5k5kze/PFF2249dZ/GTz4iEP2mQ7sALah+i0qo3BgKCodRgDQF1Xu+QNgRrn3GkWlvyAqpbbVttCqmqem7664Uyl+JFlNbDkbxorT1dl2Poxka1m+yiJQQyybAhmooZp7860Ti0pW4gvMQgWNpRmWFgfEYaUFKYRnJZMpyI6BZKLQSzwPR6B6/+zAamBn1jEKOztYUb2cuRPd+AM9USUrfgGSgP2kpz/PqlU3cOWV3/L44zOoXfskDRseKcXr8zw1asTSocMRGjZsy+HDXwNzUWeZa1zckr9RNRKdyQC0QgW/TVFzR6uIGY+qpDLRZ+CnMXSaPZRHguYQ7MWlJvLLtJuYvvkdjiU3IiAS/ELBUMSpzZIIKefAlgH16iUxZ84KvvqqGZ9/XtiQSo1vv70aH58MXn31Yae+BmeJjDzHpZd+y+OPj+OWW0z07XuW++77D19fGy+/7EkZcusAtVDfGd5HgsIqpzPQ3yF78vdPY9myIURHxzpkf55E1+HPPxvw2WftuPfejXTqVHAg58SJ/zB8+EHGjt2Dv79jegkPoQKmypDQvChXAu+Rtz+jIWqadvklU7n/alWXXYfz6T7Ys94xz21tzsqY6lnPFjV0yEzB0RAZqNsu0aheQAtq/uD+QrZvCNQATqMCsbLNUzpLU7Yzlp58VOjz6YSwjjvKUIjaAPTLeuxHDS09Rt7gMA74EbiOguPobsl6/A48DCwkI2MtixcvYsmSSxg+/HcWL76klG3xPKNGLcLX18KwYUuBN7OWunJYmQ44Mzgxo4YVP4Ka+uGHZw2bc4FuG+HnMYw8dYI+549RO2MR7aK2uLtVDpOSGcjL219k6cnL0aoFqnmERaR9SE+Afl2PceUYde4KC7MwcuQxatVKYfDgEwAcORLMM890Jft9Ehtbg88+uxGzOZMXXvifhxaDL1509BnGjXuZunV1vvhiNEZjfdq397RRMSHARNR51vtIUFjlDMcRXyYhIQk88sjLBAcnef2clPx0HVasqM/114/lzJlAxozZU2hQ2LfvcdTARwcf3+F79DyOf8t8gszArFx+PlKTo8kBWO0a3x+pRXpWkfdMu4Hi30GNUPOreuRbfgp126UPxQeEoGoXaqhhpOX5RGroRbQxnRAO0Rc7Jb2OgvtUmqFe4yHUHMiDqBsiJuAcKoDNHxRmb9sUNd8MVI+iGV33zrlGuWkaaFr2/5M7vpBswCtO2ncb4F7gRlTPdSX7wi2tTyYw4sxRbsrcR/uIAxBVsQkHnibD7sdvx8eSZgskLKj4gHBAj6NMuWsbQ4eeyPNchw7n6dBB1Ws8dSoAk0ndzLLbNd56qz1nzkTzwQd3EBycxIMPvoavb4ZTX5MzXHKJyuy8d6+ddesC0fV23HrrAebObeLmlmXTUKMzwnDfUPbyk6CwyhnigH3ohIYmMHXq6/j7pztgf54lMdGXW24ZzZkzAYwZs4cGDRJcctzTwHdU0qBw5GI43BD2NytyFS3rUb7X3wp1kesBdRlFsXQ97//xuXQfVpwumAjjs/11OZhUnrpPDVE9avk1yHqkoco+FBUQRqHeT3bUYG7HfSJ1VFB4hJ5U7OLehAoOG6B6DHehkuZU5+LXup6TCCzn+HpDdP3OChzX07kz8YSjB/ybUMN+/4eaK1pV6Wjo9F9enVtbfkzbiK3ubpDDJWaEsvDoNVh1H3xDCg4ZzU5oZ03V6d3pBPfevY0hQ04U3FEutWql8sQTqifVZtPIyDCyY0cEv/7agJkzHyM0NIEbb/zMa2/sDx/+B5qm89dftxEe3trdzcmnKxIUCi8wDGhX4b00b76XhQsvx9fXe9PuFmf58gYEBmYwbdoannhiNQEBril+uw+VDqJSuv8t2Nqx2KBwBKq/79ZyHWAIUA0JCj3fuXQf7vi7I5l2dSWSbjNyKrW40hFlMQIYV8zzqag5hEXN9zCgSlEEoYYhOnZuZhwN2ObQMiI+qF7NgnfJ+/dfyezZ9+RZtmTJCB588HUHHt9z9Oy5jl691rJ2bW93N8UB2gG3obLQlq90VGWhofNOr+vpEbUCf5N3J0Uqyhs7n+KbQxNA0wiPKryXMPEEfDR7OaNHHyIkpGw3IIxGneef30BqqokjR4KJi/Nl5Mg3eOut+1i48HJatMg/p9o7DBu2lO7dN/Djj2NRc4k9hYZK6HjEze0oOwkKq5QQVOKBivH1tdCkyQGvHJNeGpdfvo9OnWJc1kMI8BfwgMuO5ibTXgJd45fPbiIcVXIjt1BU2WRRWjrjuZua/MfvPMT2UtUic56vDtZh8fHoEtfLsBvYlxBU5PDKiglBJRkpzGFgMUUPM66JCirroDLZbiZPEfkKOE4njtOZTAJIK7J9xfBPhbduVzeeW54Fsx12RDFA16i5tRdffTU5Z9UJEz7mpps+JSLiPK1a/ZdnN5GRZ+nceQtHj9bnllvmoesGNM3OnXe+X7EX6AECA1MJCvLOjH959QW+RiWrqNquqP85VzT4gtbVtlbagBDgfHokmkEjpHbRmUazE8qUNSDMLSDASqtWF8jIMLBgwW9ce+0wxo//nDlz7qZr183l3q87hYYmMmbMz2iazoQJn3jIcHgzcBPq+8a7SFBYZRhR9VNESUwm3aUBYTwqlcW/Ljuim7TYC/WOcRo1E+oEUJuLg73WAM+6q21eRyecYzRmHXXZji8pVOME/xTbS1ZxZ9N8SLMZsdo1Pt7XgNTMi1cwexKCOJoc6NTjF1QddW4biHo31S1ivTTUO6yogDAMlaAlBFWWYg8VDQiTiWIL1wOQRBTJlBwwF8log1MX4OkuMMAEflb4vTErdAALM2bcQaNGKuFC69a7CgSD2SIjz9G//yoSE4P55puL2TkHDFhR/rZ5kJo1TxMUlERycsVKLrlPK+Ab1A2Kqu2aRh9zQ5P3aRLinb1YpfX2zv+xM7ELwbXAHFh4zWNrms6rL6+hVavCsxmXlY+Pnf79T/HJJ38yeXI/HnzwNZ57bjr9+69yyP5drVq1eK644icyM81MnvwOGRmlKUvkbL24OPfbe0hQWGX4U9H8jsI55qOKhFQlf6GykC5B9RBqqJQ9K8u9xxV44/j98jJiZSrDiM6aF9eALdRjKw3YwkEHpuK365CUefFr4n+bW7HujOrpsunZs0DdxQ94houBYVFt0YEtFD9ktBPqnZiOmsMVX+HWZRDEadpWeD95abCiQb5l8SQkHGD06JVZBZ1LFhKSxFVXfe/gtpWPDiRQ+vyuoRRdo/yNNx4gLc2fb791dTkKR/AB7kACQriq4Vyub/xBpQ8IATac7cdZSy2qBRUeEALYM2HY0GNERjouh4PRqDNq1FESEjbw3HNdmD37Hnr1WovZ7JrpMo4WGprI9dd/yYIFo1m06FJ3Nwd1g7I2EhQKD3Ujjhqc16/fqlyZ3kRFrEAFSFWmmELvNTB4GfryIWwGBgEbcMSsmW1A5SpgXDwdI1a0XElQDNipw3ZCHVCvcfHxaGLTfLHYDHxxsC4WmxqSk2Y1YvOI4TkAA1BJYUpqz0FUjb+iNEAN2UtHlWzwtmFqGq+80pOBA48wdKjn1otdC6wvZLkNmIOqClkSA3AXqnojqPNHh6yfjx6tx7hxP7Bjh6MDcWfzRc0f7IgqG1KV6Vxa9ztuajqbxiHeWeettOy6xoKj13MmrSZBo/4hsEMcqT/2h0zXzSHVNLjhhn0kJ5uZP78r77wzmTvvfJ+AAG87ByqBgalMnvwOFosvy5YNdXdzUPVEi/vu8TwSFFYZvhR9f7VsLr30V6/MVuWJFmQ9qoyRS+BYPVg+BBuqSMAC4PIK7/hW1Dywylczsywasokw/gFKN4xTz3Vvx6ZrrDxdnQy7gXd2N+JwkquHgpaVmZIDQh0VFBZ3kdMvaz8pqLlcjs4imb89RSnhpNroAgRbIKng0Cir1YjV6hnBevYrPEbeIPA7VM7Xinox188TUOnTOFKfHR/dzpYtXRxwBFcLAJ5HJcqqujTs9K/5O1NaP0/doKPubo7T6bqBD/c8QEKPJGo89jN+rU6iW8zo6b5Y1rZFT1TnX2u6ejjTnXfuIjHRzDPPPM348Z97bVAIMGLE75jNmVgsvqxeXVgWalfRUDcca6Jyy3sHCQqrhCDUnUjhSdKAk+5uhJvFoi7s7qKiF4yhOP50lomah9YINden8jiV6suJFH+OJgXw3eHagLpzvTchyIN6AksShypIX1zPaDKqrERhqqFuR1QD/gZ+Bio6dOpSYFQxz/8LzCxkeW3gZlRNukKCw9QAeONdqPMdFD5d0K3OoeZFAyxE/TXP4/yBU59kPfi7D7zwhJOPJpzFqGXSqfp6nu18L9X9zri7OS4V/cwPBHQ7CEDYCx+g65Dw9G3YjqhhxPYE0PeFOr0dN9+8h5UrI9m8uTv9+//p1YHh4MF/EhCgeg3/+acT7pvm0BqVDfsdNx2/7CQorBJMSCYzz3MadRla1SXhvLLPFZOMKoI+AvgRR2TudbbdDOEsA2lVSOBxIDGQV7c3BeB4ir8X9ASWZD0qeVZxCVz8gOaoTKK5e+l8UTXgaqKGHr/poDZVBwrWXITfgF9RgyR3FvL8TmAv6oxQyIgOuxG2doLmOkx6Gz6tWWiPoat9ikqLEouatSlEWZm1DFpX28rsXtcSaK4M2WNLSdPxaRqLHpC3tJemQdgzH+dZduHjAZR29Ed5RUWl8803f3HJJe9hMk2kV69VBAZ6b4mnnj3XM3/+zYwd+yP79zfFfYHhfcCXqJuYnk+CwiohiJKHWV3ka7DQIuggA6tfHPxj1Y3MPz6OJGt5ikmL/A4D06h4v4RX6rcKJs+Cd6a4uyWltAR10d7V3Q0pURx12Gvvw9m0WWS/u/6NC2Xl6eqct/iwKqa6exvocmbU8NAdqDmDoC4OOqKCt62oYM2ZklDdeyXNLbGhLhwiAA0GPwuhx8ESCn/fDzYT7OsATa6Ca5fCx4Fgv3gGiUNVYQxwymtQdFQP4EfAAVSo7RFZk/3TIPw8xEXArZ9Crw2wqRN8NxYuVO1hmZ6uRsAJ5vUfhdngzGHbHsio03DBq5yqXXKwp9s1nnyyGy+8sJ7mzZ2XGT0gwMrSpb/Qrt0XfPTR5fTps8Zpx3KF1q13sWlTVz777EYefXQmqanuuBHaGBhD1pgGjydBYZVwD2p4XekMqr6Wuxt+gY/h4gVHpt3ET6eHkWx15iWHZ9N1SE83oWk6fn4VSw1zFvjWMc3yPi33wNClXhQUAizF04NCGyZs+LD5XG9GLJkA7ALAqmtk2r1lSGhZFJdxNFsaqlh97kk5kaiZaHbgA1QJCmd6GyhNps8TqJ7Pn8CsQZsfoOYO0DXo/h7YTTDnb/hjMBgGQ99PYPMJSFHDZ29DvdqbcXy58wzULQYdNTh2Cx6WHGv0AvC1wJU/wOAVcMO3cPMX6udrPnNv20SRov1PckOTDzAZbFUzT4FBL9Xr9utwlJ//F0XIzM489NBWWrUqTVqmstM0MJns3HPPLpYvv5KIiPO0bLnHKcdyBU1TWUlvuOELnnzyWTcFhRowGPgKb0hiVhmvFEQBPpS269ykWWkedDhPQJi9/NXWL1HP/5QT2uf5dB22bKlJp04TGT78Bk6eLH8drOPAL45rmnCJT1H/c55nN0P4m1uZy8d8zwzsupE0m5k0m5E0m7GSBoRNgdu5mIeyKIdQ/fK59eXiEE1n99UnovrUSnMcHUgHgxV6vgNBWUmTNB18UsE3ESYOhoebwODp0D4W7oyBwAwALMBDqODQkff3lwHXAE1Qf/V/8LCAEMBkA790mHsXXJF1djVbwc9S/HbCrYbU/oUbm8zBoJW2IEnV5N/pMKbIJObObcmuXeFOPZbBAPfeu52lS69m9+7KMZfe19fCddd9RXBwoptacA0wyU3HLpvKeLUgKsCo2agfUDD9iaZBmDkRk8HjLgdcIiXFzLRpg9izpzq7d0cSG1v+O07/onLNCW+yF9ju7kbk0DGwl/7sYAQ/8Tzz+IT13EQa1VCBSJK7m+hkfVB3X4vLqJyOKniSay6hfx1odhiaLVGPGjpqeI+znKFss+0ywb4ZVt0LO6+ElFxBrwYEnYWQ09DvdTh2DhKbQRMfCFE9oQnAZ6jzy+YKtNqOqhm6GJiOmul4Ouvh0UPew+Mgd4KMqDPQI997QHgAnc7V13BNw7lVs4ewArZurc7hw+W/KV1aPXrEcupUC44cqe/0YzlbQEAab711H1de+T2hofFuaIERmIyac+7ZJCis9HxQtbxKx2L35c+zPQsst+twOLUOFlvFa6B5o6CgTAYOPAJAp06n6dQpplz7OYvqNxDe6ANKX2LbueyYmMcnvMViDtM937MHgSNuaJWrRFO64fCHKfB3iA6CCVfAhEtgwmgYHgu1O0BUIp4ROCQDjwDxsOBdONmp6FV7vAcnE6BGT+h2Ns9TS4AHUDMZy/Oq7Kh+2EsovLag1+ixGd54zN2tEPkYsPNs5/toEuq9QxMrTIf0nXWwJZctYdRLL3Vh1qx2HD/u3PwOr766lhUrJrBwYcULRnkCk8nGxx/fxuDBy93UgjqoqQy93XT80pGgsNKrheq6rhirbuLpvfdzz5Nv066d5/SYuFJIiAWj0U61auUvGvQT6mJNeKMVwF/uboTgRlRPYUnyhTN1T8CQfKnBW/wKk2+Aa4+iwiDH1HJ1mZYLIfEAPHBIDSfN5W/UX+l+yta7l4oqEVO+215CFE/DTo2Ak5i0KpZYJj+bRvqNV2PfUaPMm77xRnueeaYrZ874OaFhF0VFpWG1BhEXVzmSNWka3HffW246uhF1Rv4GlW/dM7N/S6IZUSbDh/9OzZruv1xISQkgMzNvOoWvv76WgwfVULBOnf5h5MjFBAUlYzI5ZsjrxIlbMRp1xozZW67t0/GGacbuYEfNXFqa9XskcCcQgvvSSBcmEZiDmpNWNXvMPUdJ7wsbeXt1NQiLhiZzi9hNICqR0Kd41Iy5TbeDOQ1q5Ku16JMCRitE7YGGq+DbW6BRLNTKe26KA+ajvuh7AkOyfs7fx5AJpKCGn74FfEHe1DxCOIKGnep+sXwxcBhRft5T0NsZDJqdD/qO49lq3dhP8UGXnmECW+5znsbcuS1ITPThk0+WExTknEHdb7+9ioceuopXXw3ixRf/55RjuJrJZCUoKInk5CCyvwC0INDTcNGpvzYwFTVD+13UtY8njFJRJCgUJdJ1sOsGjEYbmubaN6+ug9Va8G16991zWLQob5HopKRgMjPVxbqvbzqBgSn8/PMYevRQPQYGgx2jsfzD/3x9bdx9d/mrcb0BvFDurSuzBOAW1IwlUHfU5qFmRXlatts/UD1Q/dzdEFGsw+RNDFQD9EBV76/QedE6HhUMZttxNewdCaaMvMvH3QatFqokNC1/hXefgGsaQouCN6wSgNdRFRsDUMHhT/nW+Qu4DhVGxzv8RbiIpquH8FjV/WL5bvAAqvvFVvm5hJoGZi0Tk92uLnSK+YPEf9cDy8G8PYp2u4EFCxpy/fXDWLjwN6e00WzW0TQDNpsJm81QoesnT9G16yb++GMYffr8jd1uBA1qLIILT0P6ClwUnxmA0aiewxmochWeUcdQgsJKrw1lHSV82hLF3+c7E2xKoVnQYdbGdeans0P5bsk4WrXa7ZRW6vk+iEeP1mfLls6cOlWLt9++t2AbT9ckJSX7fnfujdXPFosfFosf1133Ff7+qn+uT5+/ufTSX6le/Rz9+q0Cij0PO1wq6m68yC0ZlYs1d+0lG6rItyde4CWhegu74g3F7CufVkBJ2fd01A2G7AsYA9AF9kXBJ69Cv9+gaVavdHx9ONEELpwCnkb1mVWUjkN7uDOCVU2I3H6eA5YQ6PgZ7B8KZ5uXuJv0rMdy1F8xt1Q85ZKkAnqug78HwdG6UC/rhkAVDzw8SZA5gf41f6ea73kMErznmPz2Vt7qO4q911nQCrlUS99Vm9R1TcFW8MmMDCMHD4aydGkdhgw54ZTrmf/9bzMffdSZhx9+hddff9DxB3Axs9lK3brHGTVqEYt/vwTzEBOmehD1GSTNheTPIHOfq1oTAbyMykw6HfjcVQcukgSFld4NlPW/eXN8OzbHt8PfkE5NvzMcz6xBz57raNJsP76++a9OKubkyVocOtSIw4cbMnv2PTnLz56N5NCh4rICpqOSo1tRd1lyZ1vsDVnJN07mSqR64MBQ5s27leDgRFq12s2VV35P9+4bCuzZaLTRtesmzGbHDcnYBxwr60YxgXAuANqcLXldrxWDSqLv0TkN81mAClolKHS964DiAiA7sJG8cz/NQE3IWAsHNsORVlAzK/hLqQ5xNVGJaxzxOVuECkKzRzHUAQbg8LmoSTXhj2dh3T2QWh1spZ9blE4lTXYVkAZ1D8Krk2BTN+ixCcYtgF0t3N2yqsecCg3+gQu14VxDAGoHHOWZTvd5fQ/hkaQwfAw2agU6JsNzRFw61T6pT1oDHf/uB9FMF3vjLPtqcObly4j/rA+EXVBDxnOz+LJ7dzh33DGQNWt+oFatVIe0KbfIyHQMBn927mxDUlIQwcHJDj+Gq9Wpc5IPP5xIkzYHCX8/CFMdtbzaE2AIg/MP4MJLEg1ogBpKGoi6vnDfFC0JCkWR0ux+HEqtR/XqZ/nll8sICXFcmvuTJ2uRlBTMZ5/dWI6x6qdQw8PuofBskNtRvTn5jQYmkJQEGzbUYcOGVyjsVnJoaDwHDzYmIsJx985noGYrldrpILh2LARkwuKvHNYO4QgW1An8SaBsmeOcwUQCBizYCMTmoZPXXScJlRAo9zd6AKo0xTfqV+txOJ7d22gHCpbgKb+z5A0u/Si5Z7Oc4huoh7io5R5IDIYN3dTjLe+oDVapmFOhxUp44FJYdRv89DT+yaHUCSzzbVGPcy49gAfWX0KIj4V3ey0kyOyYZDlX+33HXzd8huWH73LqjgLEPH4NiT93BXMGdFsHQfnGGsXUgK2dOHIkhEWLGjBxonNGckVEpLNrVy/27WtG587/OGSfNpvGhQt+VK/unkwLRqONpk33k2Bug7pxqATfCBeeAfs5V7coBHgPlUjtGhz7vVR6EhSKYkVFxfLii4/j5+e4tANHj9Zj2LA/OHiwMfZSF9a2AO+gBjqtAM5R9vIAC7lYNj4EGJbruSaoXgjHewdYV5YN7MCsrrCqHoyrpCm7222Hh1+GV8a6uyXlYEeF+ZcBPdzYDp3qrCKcDZiJ5ywDOcNQN7bH3eyo4C//3XIbalSBEMLp6m9VAaFmh/4fgclCh4W38GbPG93dsgqL8E3lsfar8DdlEmhyXPbUWgHH+aTdVVzSZwvJ1lw1CO0aGC1Q/y8ILGTySXQMdN0I63qTlGQmJcVEYKDju7gmTPgPPz/HzrlOSTEzb157HnrIPUVvIiLOs3p1P4Ya9hBL7YtPaGCMAPsF3DTNvBfwHXAV7ggMpSRFpaZR0RTroaEJ3HzzfHx8KnYCtFqNpKf7snt3S15++RH27WuGzWZC14t6C9pQgeBp4EPgI+Br4FtUQejyTHjWs7bLTqfwba7HF1nH+Yr0dJ233rqXM2ciy3GMghYBZQrtFjRXQWG7M/Da0pLX90YNjsK4H8AnALgPT+hxKxs78CLuS05iJ5wNRLAOH+0CmqYTwBGCy/ZOq2SSKFiy3Qb8Sxk/gQ7WFyim3qBwrEt/hV5r3N2KqkmzgckCBru6/NB00Oxo6Bg1u9cPHdU06B51gnbhjk2Uo2lg1GyYyVBZRm2GrDmEFmi2ElonFj4/VgPCz0OfVTz+RHdefbUjmZmOv6w3GMBgcOw80ODgDKZM2eTQfZaFpoHBaCuQnEoLhlrrwdTAPe1S/6k9UNeltVx+dAkKK7W2qPLD5aU7JNuorsPbb99L06b76d9/JbNnT6L4DAA6Kk3vKFTv3duobnVnJkk/mnWcGVgsN/Pcc/fx2GMz0HVyHuVRrs06n4ZW59S/9RNKXt9bddgGy64B0yN45/y8pbivtLdOdVZj1i6+P4K0Q4Sw003t8QS/ULDoi62QZa42GJXzU7jEVd/DQKkn6hZt/oB7rs27LDs4FMUK9Ynnm0GDc5Xq0KHNf9DkAhiLuV4y6BAaj6X6KV5/vT2PPdaj3NcrrqRpKqO7W+nqkfvvpWlgCALNrSVrNdR3xjdATZceWYLCSs2HiqT0b9/+XxYsGI3RWP4P7j//dOSOOz7g5Zcf4cSJupw7V1zvWyqwFliNCgJjgfPlPnb52FEB4gR+/LE2HTpsY9iwP/jzz0FYrWU7S+jA9UCZ71nXS4SF38DTK8u6pXfxzYCap4FgVLGOdm5uUFmlAzPxpCypJhLxc9NcBNc4QOFFE45QMEUnWcs84f/nSlR205bOO8SWznDS9XeWhcjhkwYheRM29a/xO091nOqmBnkPg2Yn0u80xpySOXHgsxPMpbhMN+jQegeJEceZO7clkydLyaTS0C1wejhk7s/3hBGiF4BPe7c0K4vGxWL3rgsMZU6hKFJgYArNm+8t8zCJM2cic0pJ/PLLZSUEgnGo4aAnUbXptpWztY5kB/aTkPAi27cPAm5k5crfGDhwBdOmvURYWDyNGx8sMQvXn6iho+VKzxNdlYpXmFBJg8Ip/7zOH1DzTF1tJSqz5CA3HLugYG0/6Ns46u6GOM181JziIVwMsJYAJ1D3OHOfrOy4/qbSRUYsBGYd30IwFsah3icrUOe6Q4VupeY3l+Orefrz8NV1cOtcuOYbqHuifA0Xojw6LoDRzxZYHOITT90gixsa5O0yUaMcSplZOCAN/NK5cMGPQ4dCnNmwSsPXbGHeEzcwveZcTtIoZ7mmgU8L0Dwib1tfVGB4LSrJonNJT2Gldm3JqzjYhQthvPPOZDp23MrcubeWEBAmod7sVwH34xkBYW5xwPfAZDIzz/PHHx0YOHAZHTtu5ZdfLiMlpfhe2BjKGRBWeSbUWPqy3I04ipqD6mqJwCwcU99OlM5R4GPgIeARYDcFA0JQIw/clz49lJP0ZRZ9mUX9nGHG1YAxwPsU/h4PQb22iPIddHdrePgVeP6J8m0vRHn4x0Pd7VDv3zyLA3f2J3TNVe5pkxfSgEi/GExaBjSNgYgyRiW1TkGDQ2zfHsG0aT04dSrAYUNJAwKsXLgQSVpa0UFqSoqZu+8eySuv9OTxxweydWt0sfu02eCFF/pw002j2bKlhmMaWgZGo51+fVcTPvcA2oGC05OMUaB5xMyWPqhr0dolrVhhZQoK58yZQ7t27QgJCSEkJISePXuyePHinOfT09OZNGkSERERBAUFMW7cOGJjY/Ps49ixY4waNYqAgACioqJ4+OGHsVq9qUaZN+mEq6v3vvDC/3jppWlZxy3u2ItRBTvfd0m7KuYEKtPkZcArwDluuWUe99wzm8zMwu/or0JNE3YJqwYze8GHHdXP3uJYXXjtQcjJQNsONYz0HeBvvGee4RacO99VFK0GEEbBc42Oe3qOAf5DvX8vngWrc5AaOfM9NSAa1bv9EHBvrsdE1LD/inyONdjYDebfVIF9VA4tUGeUB5E74E51ySsFewl1jauN//Kw/xL3tKkYug7bz0fzw+FW7m5KHmZDBvP7j6JJyB6ITIIgn7LtIDQBqp/lVIwfM2d2YuDAMWRkOOadf+mlR3jiiY9YtarooakGg07TpnHY7RohIRYuXPBjzZo6RQamBgOMHr2XFi3OERzs2BrYpafzzZ2X0a3GWvR893ajvwZ/j0jonZ185gfgZiqaQLI4ZXq31KlThxkzZrBlyxY2b97MoEGDGD16NLt27QLggQce4JdffuG7775j5cqVnDp1irFjL6act9lsjBo1ioyMDNauXcv8+fOZN28eTz75pGNflXCLJUuG888/nbBazSWsqaMGV27Ffdkby0JHzU1KA74EviQz8xwLF17Ghx9OLPTO2TpUAYxS7XprNMzuDLHlHKtgNcB7neHe4bCmbvn24Q6nasF7d4E9+wTXCngcuBMVEHpLgHsSmIsnzF2z6JEkUVWKdWuoYr/Z7xMd1TsYh+qnd9cQ7AOo0hgXhXOUxqwmiv+4mDk5CLgJFQhmP25EBYUVtK0jfFe1e2haofIaPw48CtyGQ/6yRchODFFFGawFC6unhGP86w7MBs+76Z9pN/DEliGcSvWsYZaaBj4GC5qWdY4oTzdf7RPQeTO6rpGebsJm0xzSW2g06mRm+hRbRszf38p9921kwIAjPPbYWnbujGLOnC5FZkTVNGjT5ixTb12D/6Y4dDdcDqqENxmcu9lOys/5nvPFmfFXGWlAd1RHyhScdZurTHu97LLLuOSSS2jatCnNmjXjhRdeICgoiPXr15OQkMDHH3/M66+/zqBBg+jcuTNz585l7dq1rF+vhs788ccf7N69m88//5wOHTowcuRInnvuOd59910yMtx1l0A4ykcf3c5ff5VmbtUBVDIZb/URcBPx8dt49NGZJCcHlX9Xib5w9ZUwaSQcCS3fPnxssOwz2PYBdDld8vrCwezAmxSeAMW1UqlHXJW5OA0ld9FhFRAeR5WxiXNLi4pTjWN04is686W7m1Il9AHuyvo5ElVZtPxp10piBEY7be9eya5BhmeO9jAb7Lzb6xfuaOG+kggl+qcBnCrHBBSjHcyqy+vUqUD69h1LfLzzbofkZzDoNGp0AYA77/yHd99djI9P8SXEUg7CP7fCia9d0cLC2RNU4hnP54sqh7UKaOzwvZc71LTZbHz99dekpKTQs2dPtmzZQmZmJkOGDMlZp0WLFtSrV49161Tp7nXr1tG2bVuioy+OMx4+fDiJiYk5vY2FsVgsJCYm5nkIxwszJzCj1Qxebf0Ct9T9nh072nL99V9isxX9NrHbNcaP/4w+fVazYsWAUhxlGzAN993Fd5RYYB5paSZGj17AsWMXe+jeROVOLRWbBuf9ISINgsp5Y8QANI6H5nEQ6EVz21rtVokx8t9h9krHUHPBXMXAMa4jXVdzds/q/Tik38lZQlDJWCo7DTX/TkONNjiJCgj7QosecNfKvI/eB9zZ2BwmMolkP714n258gkmGHbtMMGrglXCNYJ8ELq/3jbubUShNg7pBifhWILO606VHg7VRyesVw2o1cPBgKHa760bdaBpERqoyQL6+NkJDC4+07FY4+Bas6gP/TgI9E/57Cv4eCLGLIWm3y5oMwBtvPMCwYX+49qDl5g/0Bn4Emjp0z2UOCnfs2EFQUBC+vr7cdddd/PTTT/9v77zDoyrWP/45u5vd9E4SWui9g5QI6hUQROzYEeu1gr0gP6/l6lVRr71d9Sp6FcXeRUSaIqFK770nAdLb1vn9MamkbS/JfJ7nPMmeMjO7c/bsvDPv+33p3bs3WVlZGI1G4uPja52fmppKVlYWAFlZWbUMwsrjlcca4plnniEuLq5qa98+hFzkAsZgoK/TZ6eajnFvl/foH7udvrE7OStlKRfH/8qaNUMQouEHihAaa9YM4c8/R3HiRHITtSwHXgC2O92u4OYgdvsRli8fxk03vcv8rT15DBkRt8/ZIqIt8MF38OOnMjdhY9g12BsPXooRCDixRXDK6maSw8oObKT+tAi+QKOctphJIVucRS7DKaUjFgxI46i5I5AuoqWABWIGwhkWmPwRjJ0DHU/U3hKDZxLKgIVE9pPIfqI4jhYSLvShxRVIJ/SahAFq5OAn8tpgmPUf0gzBt2IfCjzQ/xF6xm9Dusd7RkmJgRtvHM3Ro75bJ3eHg/+DTQ9C7p9QuEHuK90NxxdD5jmw9mYoPeB+jmhX6ddvE6ZPc+q4kAY3/ZH5eR9GriB6jsujyx49erBu3TpWrFjBbbfdxrXXXsuWLb416WfMmEFBQUHVdvBgSxj0eEoa0mmmafSajVTTcYbGb0BXMUBPMuYzOG4zEVo5eXkJjc40xcfnYzA0tUJVjnQbXedUm0KD48AUhCji11/HM+FEEk8Cu10pwuiA83fCiCNNh9B93RMG3AyvDXW7xQpf8ilyxdBfaBzkKo5xJlYS/VhvsGABciD8SrjkJzj7e+i3Etr9FeiGOYUeC6fyNhG+cju2GKEgNhhCXZtGAAUmr014dQK6e6UkhVuUx8D6iWAPrqxnh0tieGbd6by86VSKrP5zqXQFTYMRKb+TbMqGAx0gu3EFz6aw2fT89FNHioub0nrwH2WHYO9/QDQyh5q7DJYMg63/AKufnAPNq8AacmsWPYAnkLoGQzwuzeUnsNFopGvXrgwZMoRnnnmGAQMG8Morr5CWlobFYiE/P7/W+dnZ2aSlSanZtLS0Omqkla8rz6kPk8lUpXhauSm8R7/Y7fyz58t19icYC+hQlEPGiOUNxs3pdA5+/XUcQ4c25Zv/MdKxsrlhp3LUVf2fjzA4pKjMBwPhcIwva1K4hR2Zg86f1JeKoaWgB56Ea+6GrgsaXnHenQy7UvzZMKeQyqQOfPbUWHQmXPitb8r2Ba8PhSdPr9bh8YAXgfqScgxFakgrfEhuW+IyL+aqLv8lTBdcWhF/Znfgu/296Bl3jCiDe20TAix2HbYaE+X17fOU8e2+pZv5BOzs7rFh6B0E1177Pzp12utZKQ7Y8jDkNzVkFGDOhh3PwL53PKrSac4990cGOFbgKPVPfd5Dh8zx/AUw0OOSPMLhcGA2mxkyZAhhYWEsWLCg6tj27ds5cOAAGRlS+CAjI4ONGzeSk5NTdc78+fOJjY2ld+/gkgZuSehxEKE310lSf8ycyA9Hx1BQ2LgRHh1djL5R3/xK9c6QiOJ1ERuwACgGofnWKhy9DyKtsKkV7HdTlEbhQxzIVCuhsDTTHBDARjDmSPXDhtiWBltb+61VQYMtDEp8mH1Z1Ng8RQPuy4TbVntljsM8YD1lw1bUadrpwFWeF6+oDwGcaA9LbiJh4XXc2uMFTPrgMgov7riZb8+azbh2O9G5eZ/lmiO46LfJvLzp1Kp9S7I6ce6v1zBj1ThKrN5ZkZvU6WOu6voO3cpzYUcPsIY1/V0TQHEUHGuFd7+gsH9/LJMnv0PPnp4tpRVthiNfuXCBgIK/wO6H8OsrrviMYebFFH8EjkIo/RVsIeWY2Am5AOO+K6lLa/szZsxgwoQJpKenU1RUxCeffMLixYuZN28ecXFx3Hjjjdx7770kJiYSGxvLHXfcQUZGBiNGjABg3Lhx9O7dmylTpvDcc8+RlZXFP/7xD6ZOnYrJ5B1/WIV/cTh0XH75Z6xbN7CRs95BJt5sjliAfwFD4e//hTdvhzELfVNVtAWeWAxf9oI4JVARnCwENgH9At2QFoADeB8+aw+nWmVer0qizJBQCocSID+4Ymn8RtJxGbPrK3Ii4aLLYHAW3PwX9M9p+prGCLdDm2LvtO3SL/k6N5HIlcN5yTslOkErpCJugd9qDBp+uwNWXgal8XCsC0TvCHSL6sWgE6RFenaP6XUOOsXkcX6HbVX7tuUn0zaykDxzBCU2I1Fh3hF8u7zzLM5sPZdPdv+ddxbfDKeshIT8hi/Y1wm29yKh9Dh9eB0AOyZW26bw2mv9ePXVpW63ZdmyNHr0iCEpye0iAHBYwO5iiPfRH6BfIejrZv/yOqIMjt8KBa+BbR+I4AlHd5JuSD+JJ3FH48AlozAnJ4drrrmGo0ePEhcXR//+/Zk3bx5nnSWzO7700kvodDomTZqE2Wxm/PjxvPnmm1XX6/V6fvzxR2677TYyMjKIiori2muv5YknnmioSkUASY88wl2dZ/Fp0cRGz9u8uQ/FxQ25M74BfAMc83bzgo8dPSA/3nfl6wXcvkZuiiAlHxlVqoxC/6DBsVj4bmDt3VFmSC6G/Ym0WPdaXbU0vdcQwNyukFYMvY/B0CPwxlDYkgw/fBZU6sfHJ8zlk0f/ybYnHqMNMruXbyPcRiHF3f70aS1BSV47ubUA4o1mXj/1x1r7bu21ilt7SX/I7flJLDzSmSu6bPRKfSkRWVzW6UO+338lWesGg9ECnfZAmyPVJ5VGwtrBtCneTbvSzzFSQjzyuBUT4ODwYQ9SZ3mR8oY1JYMKa8MJEYIcI3Av8DlS/M41XHpGvvde45Lr4eHhvPHGG7zxxhsNntOhQwd+/vlnV6pV+Jh9ZW35+OAFTG73XS0X0hhDKf1itzOnAaPQ4dDIzk7FZqvvNhJAHjJBfXY9x5spb0yFuAIYu6DpcxVVnEEp51E9g1uEjqdJwhqSA/oXgQsD3YiWTYlJbi2ZwljY6V25cgAePhNOOQLv/ATP/wbDjsBzp8LmVvL/YCH9IDlD1vALMh2FEZleflZgW6Vo5nSPO0H3uBNeLbN15EFmDHyIlzY+xr68blJE6mgbAKI4RhdrJmSXEcdR4gii72A97HZj6d5RDhvuhsQM6HKH15vUDIkAHgBuQIY4OU9wSUMpAsIJSyJ/5g7hkjZzMeksVYahQ2hYCSMysv7189LSSDIyMjl4sCGh77uADT5pc9CyaLQUd1BGYdPYdXKGE+iBhSuodv/LQc9zJIaoUWhHPojV47Xl4sB/6Uka4MxF8PXF3i9XACvaglUn1ZOv2gSTtkKYFxRifEQRMnfsf3F1iKRQuMbJ2gzeKvOstj9QYo3i/R13syuvFwl5xbRiB5Hk0Y4sZIqe+tHpYNy4wAfHFe+UiepdRdjg8KdQsAZ0YdDh76BTP6+NoAGXA0/hagq4ZpLwTFEX155MB8raMnXDP/kpezSbC7uRVZ7MRwcv4u3SS/kzcyTR0fX74ZeXhyPEybdRpeBGNl6RklM0T460gXduBkdzewytAn4LQL17gJD1eWlmrCGgass9t8LEnyDc7H3v2eGHYWsyfNtTvtaQ8YD64BdYUgahIpS5sOMcusRsI579dGIp3VlIO9Y2eL4NIzlhA5hyzS4uumiPH1taF+GAQ7OhdJ/7ZRTvgA13Qs5crzWrGWNA+ka4RnMbjSkA+St9r0tX2IWew+WteX3vNXx2eCK/5JzBp4fPp0RE0KrVMXQ6V37w7cCrwFGX2qBoYbQ/BHe/jEFnpxPBE4vkOVZkXk5/swb/p8QINfQVm6+xAl4STXGH0/6AaQ2HcbiNBty6BuLLoSwEpupTs2HkUpQisKI50YaNtGFTg8fNRFEe14nBE2PoflFvXnhlBSkpZX5sYW2Kd8K2J2DHTM/LElYoWCeNTG+zdu1Adu/u4v2CA4IOuA1czGEcAk91hetogPt5bVbmD2Rl/kD69NnE++/fUG+6iWPHkrniijnk5SXUU8JvtAhhGQDCgeeAijybXXbJgUiocCICbjgPZn0PiYFRNI3CwfmBHEArWhBhyO/qCajhrhwIBBqFtMbhzs9wl12QmFv/sXG/wpSPPGtcYwzKho++A3sIuHYPXwn/vh8yMgPdEoXCL5iJpCSuF10v6MO/PliApnnutXL0aCS7d8fSo4fr1zqsMo5w71seN6OKAx9Ct4dA8/Ky1gsv3MdXX13i3UIDyjCk+NXvTl+hjMJmSQxy8OMZcXEFDB26ql4febPZxLJlp2K1Guu5MoeAx9P4hTjgYWAkUsYAeHY6XPx1ANvkIpFWuH49RDSnlbpg4BNkmmx/rEopnKccmS81BrmS57sVpGJS2MI59OLnOh6cZiLZxAVk0Rvh7D2is8ML90Hro3DqMmh3qOFzfW2vjXcjMChQdNsJL98N970AdjXkUYQ+FiKxEIGR6tU/M5HExIMjoTvdz+jN++8v8Fp840cf9eC55/pw4YWujessFh3H1xk48GFLGA8GK2qlUMEkZK4Sz7DZDBQWxhIbW1jr4WKz6cn3ZeqFkCASmAiMo2rgP+016L8htBTwI2xwoWfJaBX1sQHlshas+Met3UIUOXSnF3OpvBcc6CghmX26kZTHdiNRb+W229aSmGiuc/077/Rh1644bLaK6XBNwIS50CMIcsCF0jMuKVfGV97/70C3JEBsROZPvZPQ6jhFQ+zibzgw0BsZXFdONB0vO43r78hm6LAcNN0irwreCAHnnvsjffq4FrP+7juD2HOvmdOsDbu6ukpEB+j+MGhqvtVJHgS+dfpsZRQ2S3R44+G/Zs0QxoxZwPLlIzAYql1It23ryahRSykv90Mm0aBEDzwNnEatlaDLP4NuuwLUphDEoYFVrmjXDA8QEKKqo/5EoKsyNDTUYC/4EWgcpytrtStp18HM1sxPMRrtxMZa0J80wBECbrxxCxdccA6LF7eM/G8Kb7MUWIk0ChchY/3DgRuBFp6uJUT55eBF7CvuCujIpx17GAVAdJKBG+7OISMjp+JM709I6nSORrUlhIDiYiMff9yXK6/cTHy8mUkZG1hq807wn2YANGh3BaRf5xuV1+ZJxQfn5D2hjMJmhx7pQ+w5drtcKQT5hdc0+fevvwZTUBBH/QPRbbgqgRt6vIr01TYCQs7gj58HyccD3K4QY/0AuOA7imwm/kcsd5EPwF7CmExrykPa0ClCqoF290HZ0iC8pu0qYsPKWF/YlvWFbckPemlFAxALJCBX60oD2xw/YMPEUfoBggLaYkvrwbQrt3HXXetJSSlrcGCjaRAba2XMmEPs3RvL/v2xfm1380XQMiZQSpHqt1/V2HcfEI10nb4YiPJZ7SW2GBYdncDfWv+CQRf0D6aQ4ZPdf2d7QT8AculMLp1p1aqMs6dsZ/hw30xIr12bjMVynOHDVzR63qFDsYwePYWDB2MZN24P8fFmIiOsGJy3RxpEHwmjFoExCcLbKIPQNfoBZwPOSbYq9dFmhwmZn8Q7HDiQzllnzefXX8exZMnpXHzx19xxx2s0/MP6HfCD1+oPHgzAKcDbwFAgHIxmGLMAFoyR+cB6Nndj2MuYTXCwPQ40CipWXAvQsYZwDmFAhPTg7Qjgm1yVRs3O1W1X0y48n8SwMs5M2kXnSO8mS/YurYBOSPErO3CYlmAQApQTz19cyV9cRa9z05m3eAEvvvgnHToUOzWw+cc/1nD66cGdjDokaHcI5k6ABlIreY9gyaxdDKxrYP+NwE/Aep/Vfqy8NY+teYVye0v1JvIuQsCm3EEUWePqHOvdO5cXXvgTnY9G87Nm9aK4eCt33vlao+fp9Q7S0wt44IFltG0rRbwMkRCe5ln9CcNg5G8QNwiiuoA+wrPyGmLDhn7k5KT4pvCAEo4rE0BqpbDZkYQ3u9VsDmfx4jNZvPhMF+pPBBpQxgtJwoA+wJtAjSdS303w00QwqSBqb7EJI/fQHB/M3kOnCVqbCjDoarrl5AGFgWpSA2hAMtIoLESuDrbMvKXJyWUMGHCCHj3yXb5WrigKFaHqCeFmGPwXGHy9atXex+U7SwowDXiWuknNrciJ4+HAbKAzLWP1NHQpsCRw34pZHCzpVGt/bKyFDh0Cq6JcSZs2xSxY8HGtfZEdIf3ailQUbjzAIjvB0C8gMt0rTWyUe+99kQULxvq+oiBHrRQ2O25AGmaB4kbg+gDW723SgWeAD5AzLgIeeQLeuQk+uQqMyiD0Fusw8Q7xgW6GFynGf0bQZ8DPfqrLWSoNQjtyYNoyDUKAW2/dxBNPNO5+1RB33rkBo7FuWiCFonFuoPGVyxXA+cjJmqyKTbl6Bhsl1ii+2T+ZgyUd6xwbP34/s2b5xiMFIC/PiF5fSrQHK+yd75Dun66iM0JUZ4gIlnmWFoJaKWx2hBHYWb/mInoRDlwMum5gOg0i8+Dv/wWTGW57C9JCKBdhMGLXQQ2hojWEcxgDC3wY5+J/XgZuRcbw+JpgWkcyIb0F4qh2F225g81zz93HmWcedtu9S9OCqW9DmPByOO0P+OH8QLfET7yInNBsjK1IpXINuUawBOiPN1LpCDRswvPUWC2dD3dO5e1t91PfuErT8JnbKMC0aWcwbNh/uO22190vxI3hoC4cej4OXe50v1qFeyijsFmRAvw90I1oBkQDHwEdYehq+Kob6BwyKX0j6lsKF1gwBibPrnq5huYYe2IluIw1f2BCutAVA5XCBy3VIJSjofPP38vo0Yc9KsmXA78WQ2QZnLGkBRmFVprOFyyoHd97NvANkIGnk7sFlng+230Dt/R6waNyWjpWhxGrw/9qsQ4HmM06dDorRqOHeYy12n+TToeoTjJW8ui3YCsEBCSMgNi+0OUeiO4GOj/MKQgBQjSHhQzvoIzCZoUeadC4RqyhiG7Re6teHzMncaCsLQCRkSUMH76C338/HbvTiX9bIweHdXNvBTfRyDQTN4LWEW57G+59EdqGoNCDTYO98dAtL9AtqZ/ycDjeKtCt8DG5wHvAPYFuiB8xIkV2ymh5BnFNBgI3ER1toV07z8RNUlPLWLToGyacew5B+m1WBCWVrqNPu3BNDjAFeANpILqPQM/2gr5sz+9Dj3jX8tsFmvUnUmkbVURyeGAFsXYU9K4TR+gvrr9+DBMmvMwFF8zxqBxjEvT+F5iPQ9tL5b7IdAiLr0hjMQMcZsj+GTrcCKYADAsuu+xzVqwY7v+KgxBlFLZwYgzFnJG0gqmdqwOEj5kTmJdzOh8fuoi2bQ/z008T+fPPkTzzzAwyMzMoK2vKQfxMZDyRZ7Pj/iEZ2d5xEKlBDwNEHIcZ98HohXJ2ORT5uRvcPxbO3g1PL4RoD2f6FG5gB475vJYFx7uxsyRYUsEEh+hB4IkE0khPP8G4cQc8KslodNC7dx56Q8uNyfQuucBepGhYL5pHuEN9pAEDkEIye1y4bg9Q4JUW/HLoYsJ0Fp4ddotXyvMHuwoTuXv5RE5NPcATQxagD5D79v7iTry86VEWH53g13qFgC1bEigvP0HHjltJTvZM2VoXBl3uqv+YpkFMD/l/XH+PqnEbITR27uxGcbE/wjyCH2UUNisuxdWktMMT1nF7p9qKUa1MefSM2U1CWD4AYWFWxoxZwOjRCznllNWsXTvYiZJTkLOOwWqMGJAiGFcDU2S8yejf4PsarkWhPFaYsAt+6QKvDYWSMHh1HkQFa180ZwqR7pO+e9RmW2IpUtLvQYfJZKNNm1KVUyvo+BW4EplDdD7QjuaruXcpMrb3OuqqkCrqo0tMLk+dMp9OMXnoGvF2EAKOlUcRZyzHpPeeEJQsN5VHV7/GquOjvFauMzgccOBANLfeOogXX7yGU05Z7df6/Y3DoXH4cFssFmOgmxI0NNcnYQulP+4MPusbtAyO28yMbm/VOsd5wQMD0m2uq8tt8T3dgXuBR5D5FCfDKavhw2vhq0nylOaglRPmgL+vhValMGsgzOsS6Ba1UGbhq8GYELAivwPHLM1JnKc50As4nWHDcvjppx+VURi07ESGC4SoN4hTaMBY4EvcCS1piWganJp6kNaRTecSXZ7Tjjyz9xLnCQEltmimLpvD6uMjqRyI6Kl/SGK16igu9t6EY2mpgXPPHc0770xiyJA1zf7ZVV4ezumn/8727T0C3ZSgQRmFinrRaQK9Vnf26/LLP6N9+6bcoTSkYTgBaOOD1rmKDhiCnB2+Gpky4yIYvRSmvQl3vwyXfQFGa+gbgzUZmAV3rIS2RS07vCug2Cs272ETOv4qbE+5I4z1hW3Is24FDnq1DoUndAWGotMJjEZHsx9YhS4CyEdOYJYEtik+RQ8MAxYiPYk8VxZ1BYGGXTS/oaamwfkdtpMW6VnMcCVCQLk9gimLf2Fbfn9Ahw45ejkFSK34X0f1MOWnnzoyefI4r9VvMpWyZMlIunffjq6Zi+oJAXa7HovFiGiG92c1AlcGgMp9tEXj2pde02D69OdYuHA0Bw82lU1UQxpfq5DCE4HkQeA8qlMDCOi6C768BBLyA9csX6MDHlkK162H+PJAt6aFYkGmpnjJayXahJ75x3uwKj+dIrsJ6Q4XDPGEimqa94Cq+VAIzAAuAa+kw9nkhTJ8QRgyvnAj8pk0Dt/+Llfe/xqLjpzDI6tf4+mhU31YX+hTaI3n+iU/sKuwJ3Zh4Gqqfa3CkYE4ldOLvwDLAYtFT0GBESHq9/hyhaysSC688Fzmzn0Kvb75xy+fOJHE6NELyc5ODXRTfMwGYJ7TZyujsNnQCZjo0hVntVrKlW1/cLmmqVPf4Ndfx+Hcstr9wM1ImeuvXa7LPS4BLqh++eR/YfQbtU+JLIX4fD+1J8C0V+IfgUMA25ArEd5089TIt7mREVjhY84BzmHMmEO8/PJS7xUbWSpTKaR7JlrT4rnyUyj5AR7zVQX/81XBXsCIzEnoAL4HlgE+SASXtgEuvhXK4+GjLyixxpBTFgweQ8HL0dK23LP8Q3YU9sEh9ExBmvANPeEnIg3FxcData24+uqxfPTRbx6lrvnii1RefHEyMTHeERkKdux2PXv2dHZBVT9UKUemiHKO5v5ptCAikeIuzmPSWQjXu542YvHiv7lwdueKv3FAEvAdUoDGm7RD3soXQZoJ4pJh2Aa4uMIIHboqNNNKKJoJvyBz9g0IdEMUPicFSCEpaSd9++Z6pcTjx8O56d5RFL72JESoFX+PaHMUuscgc2lWulw7gN3I3yf/54PzP5XhFD4a/JsKoWMmFCeDzruu880Vs93EprxBIPRMpnGDEOSdmlTxf2GhkR9+6MT8+e0ZP961MAIh4J57RrFvXwzjxr3HiBGZLWKV8ODBdtxyy9uUl7cEgTbXFNCVUdiC+Sn7TCyOMO7t+r5L1+3b19GN2joB05A/Rg/gmXR9DNW3bhgyJiQVYovghdvhss9lsvlm7hMfspSFQ2Fs1UsNgRErZpqzAph34k5qI5ArkC01OXywEQE+uIfLyvTMnZuOxdKc4178iGk0xE2BgksqdpQDo4F1QB8PCjYTvGrb9dEdeBSZk9CztAP1YiqGPt/A5ovYU9Sdd7bdy009XlQxtidRaInjl0MXYxQ6zkWOkJwxVXoAGUAmUFRkZObMIRQUGJkw4QAxMfXfh1arjvx8I5rmIDY2n9df70enTp/RrVsBY8b81iIMQosljAMH0pk3bzwOhw4oB20LaGXg6I5UpW9OvODS2coobMEIdDga0Bo6VJbKwuOnQmzdY9OnP8s331zkRo06YDjwCXAXzuVOSgROrus8ZNg1SBfWCLjuQ7jrFei9BQxqdjKo+fRKmPY6ANGUcSHL6c5h5jKETHoFuHG+4lmky5a3eQ7Y6oNyFa7zd2BkoBuhaIpzf4KP58ufkSq88ZsxH1jjhXL8RTukUVi5NuXlVeiwcrjkZuj8O1lfv8XcgxdxU48XvVtHM+De5R+w8thpRKHjVJwzCEH2Xh9gJfLuXby4LcuWpXHddVt55ZX6XdeXL0/lggvOoU2bI6xcOZSbbzYTEVHaIozBSlatGsr48fMqDEIL6H8ACuRQUqSCaE5G4U5gv0tXKKOw2eBM7sDadIw8SO+YnfUe21/alp+yz6RbbN3jJpMZTRMI4c6UnwHoiFQCXe/E+W2QK4yN1SWkkTFgffNSD22OCMBihLII4ihhLOuYzGL0COIoxUwYfwVlKhNPMSPfvLdvUDPS/U0ReIxIzwXh3dWQyFK49Aswue7qr6iHMBtEJiFXB3/0YsE1pUBCBT0yVcXJN2ylYqE7N7JWrTNjsMDAOWAoh7kPIdBAePn7EaKIis+ozB5JnAjjHlx3Xu6LzED5XsVri0XP7Nk9mDu3A/WJXZnNelq1Osi8eaOJispt9gqj9WGzGSgpiQbKKwzCwgqDMMAN8zqVegZ7XbpKGYXNhitwNcNIRsJfnJO6pM7+HHMidvScm7qQ7bSvc/yVV+5y0yCsyRUVm5e46hN4/wYYucx7ZSq8z5u3w8yH6Mc+7uE72pJbNezoxSGu4I9mahRmIvXiMgLdEIWPufrqHTz55ArvFZiUC2/+E+Um7EUS0yDjKsgsQgqunIpnQlACOSsfirRCpquYCFTGwT6EvN+udr24IwPgf9/AlEmgOcBYCtHH2FfUlZuXfsWbp16BUW/xVuNDFgc67lr2Mdvy+xGNVF1wdVRlpFpTvZKSkjBKBq6A16fVOX8QMNtkpn37gy3SMBcCXn757spXQAlU5t92jARRd7wbugjgFZevUkEKLZhFxzP48sjZdfYvzxvE0zumsicpjfffvwG9vvbs55EjbQiuJTkNdvSAO16DX88KdGMUjXG0NRxqTxRm2tUwCD0jH/jMKyX5jiJk2ohmNx2pOIlWrcro2NF7ir+zZvXCavFvbrlmz8D18O6/QJuLTOkyD+nB4i52qtdrQo0w5JpTWI19+3FVoKIKazTk9KTWGKHtGswX3MvqYyO5a/n/KLTEud3aZoPQ2FPUnTJ7FCNxfzDeFriq5o7xv8Crd8p7/KRt78D13NVrG5dpUOrxGwhN5Pi1GHQLqb2yH0vzEpo6gXMhWrVRK4XNAhPOe6JXk2VOYV9puwaPx8fnM3Lkn3VmlK6++mM2buzH0aOtCSrjcO1geOJRmD3ZP/Vd8iUMWlt3f3w+RDfnZMjBhgVXXSQCwyvAtV4qqzLxtlo9Cg4uBh+tcO/aGYdDeQj7CBPwNy+UswjI8kI5wcR3yHRSXkilE5ULAz7DYjOxat6jWB1hTV/TjCm3h/Pc+n9xrFxqI7TC/ZFUFFLjvcoDss0RGFzPuAT5izEfedf/HbnS+ATQVNbpZoWWD7pM0I4G1fDVuziAD3FnXKSMwmbBCOAMv9U2efJsRo78k2HDVpKbm4gQQbTg/OcoufmDT68EfT0xJE//H/z9v9WvI8qU+I0COStpxTsKlXbgceCwF8pSeM5AXE0J5DQqltA36BwQXQxFMXg+OtwOFHqhUcHEBmTMshtGYUkrWPQQnPG8jCsEiMyDfl9infdP/rv9Hm7q+SKJJh+onoYANoeBXw5dRImtHiU/P2AGPq3434CU7bsE6V7aXLHbdbz88t0cOlwOuhqr4AIQvUEEpi98QynwsltXKqOwWaBDBoz7qTadoEOH/axaNZRhw1Zy/HhoqjUlsoRoJ5Ub7YRzhKsQNQf0VmP9CuSPPgHPzKh+PeUj6FYRb9JrK5zxu/uNVtRDOPLn7I9AN6QJtgLfApd5qTwryh21BXDfC74zDG16+OQqSDoBE3/2TR3BSred8OdIGL4CyhrLCtcUFmC1h42xI2f3AzXBGgZcgzRsvweOIk2HD4EbqVeGvDFKk2DpXTDy1WqjEMBUgnXwp3y05jou6/xBizQKS21RfLv/Kix26d3VH0gOYHsqnZ4PI5cXNOByID5QDfIBZrORjz6awsyZD3E8b1ndOSBHD+pGZzZCG6oTSRbgtqe171iLu5NUyihUuIVe7yAtLYsJE+byzTcXUVzswhcqwIRxnASW0oE3acV8p66xEoudSHI4DwcRjZ9cHCO3Sl68r/r/cfMgL0H+H1UCYxa0yHyKuUSzgQ70Y3/V8/k4MWx2y5ElFhhP8BuFNrwu+65o/njLFX13Z9jYr/Y+ixHueQk67AerCy59py6DlKAbCbmGwQ7Jx6uFJtymHPjJg+sLkAJU5wIvedgWdzEh09uATIv+AXAEmVM4EjmRleBakTYjHO8O7Wqk6YjIh/PuQVjDycwfQoLxOPGmPE8bH1IUWOL594YnsTikUXgW1CPn5wEH0iFzBGQsd+myDys2HXKKok3F/v5I99RQprQ0kgcffI68/DLQeTDBFon8GvRDZksD+TWp1JiyEyRe5PNwNxe4MgoVAJTbjewtbY/FEcbP2X9z6pqIiHJmzbqeVauGsm1b8OaXi2QHRk6QyO+k8AMGCollo0tl6CmlI6+SyxlYmjIKG+PX8XIDMJXDkDVyUDJgPVz9sdwfZpWxis0td9CuLnC4LQA7aMd/GccrvFt1eBMd+JAxgWqdn3gHOQ/rSUC7HdiNXKFQNGe2bEngWKtw9/Ip58XDtp6QmwjPPQgH28PeBoZ3uUlw0bfOl91nk4ydrsntb0KnvdBxH7QOipFR0ySdgB/Og8s+hxPurtd8hIzWchcHsAv4GBnDF+jf0qeQ7fkc+ay5FXgLmeTehTyc5jjYOKm2UQgQVo647Hr+dXgwfy2fwvPtX20xSpj7irowfeW7WB3eCCGoJhkpFbQRYMFYOYaYe45bZTmAqTVedwZa13j9b+SKYqhw9Ggal102m6KSZdJtVKsRyiN04BiN0yvhKUih4pq0odqCtgPZwFICGO5/DJjj9tXKKGwWTPG4BJswcNySgNlhJNscSGcG79KNR2nH+4RXxF6589tTThs28SbHOAfhza+MORyWVfzI/jlSpmsA6Sp29i/ywf7v+6HDAe/VGUiefAT+d029hzLpwddup2soAL5xu1n+ZTeQB6R5UEYZcuCmxIyaO3ffPYr5V/8iPfucZc7l8OUlUul3WeUIxsuj7s196+77s+JZNmA9dN0l/++3ER57wrt1exOjVbqPGt2dYLECm/DOCPA48CbwmhfK8pR7kM+XyhXQ9cCDwD+Bsc4Xs+kiiDkKo056TxrQ7i8O2/0kChcklNkj2Zg3GNDQkHF8qV4o18hJZs3aQTB9Jsx8yOOv/h5qa1jeT/2/XqlIKbVgMyrKy8NZsWIoNsc3tQ1CQObUbEVt5V0P0CM/iA7In/qAYMYTrYFg6z+FW/R3+QqTzszguE2MTs4EINpQymlJq7E69PyV34eFx12YEQwydJSSwJ+k8COt+arKIHQHBwbKaUcO5+LNuE0NOwZd3UG9EDps5ij47kJAyMFK8nGIK4Bpr0thm/j8EF5FrPsLJYA9pLHNbScaM1LoIRTIQrpmPRTgdvgCI/WL6PRGzmODhg0DBVVHHBixE4N0dfmFujGSFbmkFA0jgMJYOeGyqytkZsCqYV6tQq+Vo9MaN5xsjkg5abZ+oNwAVgyXK5XRxTJlUJhVPtNiir3aPo/QhHym5qSA3dUhURbS6c5bfINcmevjxTLdYQQwDZm/sKxi3zLgGaSHgpOrUMd6QuZtoLdBxlt1Dh/uuI7/bH2Am3u9gF4L1d8059hT2I33t99V9VpDPhmjfVFZdhos8I3XzZ8N7I9Fup66EhWrA/4P9xwhnOHAgfY88cR07GIddSZuRBg4BuO08Fsq0MmJ8/S4HILrXcqaPqURlFHYQrmu/VdMTFuIUVf7ixKms9M7ZhdLjjftICAEWCxGLySy9x4aNjrzPF14Fr2HXw6BRj4ZrOJHqh91AgM2dDT8A2bDgKNRA9JBnHEnw9L+UedIibUtmVnPI4QmB1ifVMykag6Ze8hgg6WjpJtWmLVZxCMWE873eHcQG9xkItXBPBG3CBb0VBv6lwJj0Th5NjaMypnYGDYynOuoNP5yOIcNzKp4Pb7WVXJVvgBpQNdUdLKjBHZq4NDB+d/LVUFb7RlvDQdh9aphyeeblTCaWkrQsNE9/kPaxzQef70q+3HyzL2pNSw81B5evUs+v16fJg2wsb9J5WaDLTgk4SPK5GeXkQkuh0HYoJHfAtc5jDQynyXwH87pyBXDN6BqImch1UP/ujmO6+VYL9h0Yb1G4fG0nXz0w0tEhxVyeedZzTqp/dHS9vx08FL/VZidCu/eBDe+55dJ5ELgdRev0SEDKVzxTbsCaDiRWjV79nTilVfu4oMPJoP+C/kMqoUeRE+cXiVMorYfbUPYkYv+AeMFPNEuUEZhC8Wot9QxCCsZ3SoTnSaYe+xUfvzxXCZO/AndScZHaWkEX301iZkzH2L37i7+aHIjCJKZRxi5tOZLkljoFYNwD9PZy13YicVEOefxA2FYuZNXSWskmvhHzmUZp7KPjmTWcUCHpPANDEx+DoNWUieWIta4mzPa3oQQevYUTMImIrE6YjhWNgQK4gEhxWnCrDIGsfcWuXp47o8QFVrpaAuJZBH9KMdIabNKGtsUC5GrX64Zha2BCGRK2oImzvU96UgfmYkksRojOUAuicygVSOiGzosGMivGu6m8S0JLKv33ENcTwldoGLC4BjnYCMWKSh0ADmADob8lIOBACXj3tILPrgOlo/gDNuftOFIrcPtOMTtvFnvpcVE82/ux4KRnzmHggq9QQ0bqZHL0WnSmGwbtZDE8M0YdI0/Uwe3eppDxeMosnYAoMyWWmEkImN3Cis+o5/Pgb8thqlvyFXD834AUwCNAQ2ILZQpKlzmRaSngjf5BLgJ6Oblcl0lEngMGZ9U84nzG3K10ASc6VxRRWmw7Wzo8UsdWzffksibWx/igg6fNluj8GBxB1YcO63qtQ4YgDvZpV3gUHuZHuvaDyFIP1cHcvrDFYqAHvXsj0OuX1feXlu39uLVV28BbRd1JhFFGIiOeF3t1wrsh5Mew35E4KmYnTIKFXUotUWQZ4lj56Hu3HffC0yYMBedrvbsf25uIjff/A7l5R6IrniAjlLiWV7xABD04U6iqiSgPMOBnjxOo5TLGMkWYAvx5PMh1xLphLE5jTeYxhv8xhie5v8A2EZPjtIGk/4E8aZthBvqV1zTaXYiDTkA9EuW824l1jZsPHFHxRkaeUd74hAmeKpipTHMIl3HUnKqC+q8Bzrud+v9+4sjJDETP86cBg12pDHjvNNMK6RplASswN9GoQZ0p3JGNYpthBODdFs/SC+eJZb1bpWsp4xI6r9Pu/N41f8CjQ3EUE4HpPxbAoJS8tHjqDW0yqnY/IWGDPirnrs+eDCaTZsS6ds313fVbuwLx1rBnCtIffd8evMnzzCD4ax0qZgPuB4HGjfzDnsqNAY1zUx40jtoetcGF+GGPLrGf1b1+njZAHYVXAGAQ4SRZ+4F6GT6h2Uj5RZVDLMnQ0yRdOFsIOl28JLvgzIPA+8D/8KfqabqR4dURj1GbTXD34HpSJfvxHquO4ms/vDda3DZddAhs44BbnOE8dfxDDJSF2PSN7+8nKuPj+S/2++teh0GXImPXEdrUh4uPYtO/x3CAqZ84lUailDuCLwL6PZ0gn0dWb++B2h7QLe89kSEMILoAI6ReHU13oL86q4igI4su4AfPSpBGYUhTxzenm9aljeYjw5dBEj30O3be9Cz5zb0QRLHFsEeotnKKZyP5lXXHfkTnEY0i/mCG/iMN5jmdlljWcBYFgBwA+8xixtIMG0hPWauS+VEhR1hRJrMeyiEjlU5j1FmS6HMloJdRMp8iVeepDZ1x6tw8ztysBUMQjX7OkB+fKBbESSUIeMKnXeZHYXLgvBeQocUTL+fSHLRUU53HiWNJ4En/dYKDcEAbqi1z4GB1fxIOVLRtpw22FiJHKiWESgfni+/7IpOJ/jss199U8GeTnDvi/DbWSRzjGt5n2c9iFHVIfgvN1W9LkPPo9ZT2KmLw6a5P5OeHLGe5Ag5WWC2x7L0yGuU21Nqn1QSDRd+J/8fslquehps0H1Hs3CNd593gVuQQ91AYkCqq16FFJ2paRiuAr5GyqXEN13Uia7w0Zdw4wRI2yg9XCooscVwZ+Zs3hp1KUOSMwl3cUIimHEIjRNm96Lm8qiOEGtKDiUOqqKzq8hOg0lfwe4ukOTDSaogYB9wltUAL9wHb04F7QDo63sGJ4LjDO9UWk71wlw+MjIkoOxD+hK5jzIKQ54JyHBl37B/fwdGj17Izp3diI11L++J97DTvUJN1EQ23p6OSQGuB4ZSyhjuZKJHuadqcz2zOEYrfiw9F4cIY2jqP90sycHQlMcBOF4+kGJrOtvybsAhTgqWfu0OGcOTfkC6m972Fpyypm5x/uLW/8C88U2f12IoRcYjBesjOBWYhB4zPfgOPQ+Qwg8YOU6wxPNp2BjKhKrXeYykhO7kMpLDnId0c/syYO3zOnYdPPoEvH8DZEn9v+uZxTPM8Go14cLOzKwVZEam8kFCD7LCPI99NeoKOSXlSfYWXsDhkgbUK9cMgf4bZIzflZ/C8w9AQr7HdYcmJ5ARWs8S+NVCDZgNXIf8PtX0lrkZuURyDU6texWnwn8Ww/RuEH1MujVGHYOSVtiEgZv/+Jq3R01iaKulmILU5dFVrA4js3fd4vT5ldJa9gT42gh/IXvgLiAlFyKt9RuHEyvO896oJQQ5niwnlrBRr1u3QLqOukoYdX+qLcBmgkzj7kWPSwjWEYnCaTRcXQL/W9Jyukftq7UvzxLLstzBnJ26pE75xcXRPPfcg0yd+gaxsYXk5KTw2mt3YLP5+vaxo6ccPYWk8180rKTzNkYPZ0JOpnIt5HzgNEDDylV86tU6TmMptoqv2yLrIPYXnUO7qN/QaRaXcjTJc+WgvFXEWhJMW7A7TDgI41DxWMpsragS/xAa7O8I798IRTHQaysMWymFHvwdwyNcv0+bN3OAh2kqbkiH1CH0aexJHYzAaZjoSUdeoz0fovd63JTnVLqOV5LIUhJZSixrAQNZnIkDgWAb8pc7hN2nzEZ46R54+5aqfHoT+JmzmI/Oy0a6hnyCjCzN5jXdrezQdyW54lnjbj45TYM40y46xX6LQM+Rkvpi0SqeWaVR8OG1Ms4vpggu/0yuHBpOFjBq7rwJDAKCIW2DDplj9SJgA7AW+A75/bsH+AG4g6ZVSTWwhcPiB8FYAqd8ALeMgZf/AkcYApi27FPObvct13R7g94JG3z2jvxBqS2SD3bcQbG1thylDZiPTFxf05S262HxLbA4DgovBHuHCjsGmahE+xL6vw5nbqubUH4jsKO+RpSHywmWB55v3quFOa3kKqE1rMJtdGnt4wIQfcBRTzqdpuiHjKCoyVpq5+oIOHvACyFUyihsgfwteTndovfV2hdjKGZk0pp6BxilpVE89dTDvPPOzeh0Dmw2AydOJOHbQb4gkSUM4iqkcP0xn9SmIQ3B25CuF77kTBazi678ZJvI5hO3cbBoHKe2vq8etUbnMejMdI3/HCGgY8z3rDn2MLnl/anTN19cJv9GlsA1/4M3prZw96xAYwWW44xR2BcpMOMf9MCjxJHPUAYSxvGQM+XjWEtfbqInCWziTbKZDvwMVMa7Bf99L0TlVmEolYfLAU+NBOtn8wtn8ZtP23G4eCw7GcmhkrGc1mYqBko9SjQeZ9pN26hFHCk5g0ZFHmxh8FJFDNZrd0hj+JIvffuTo3Mg741guePLkEnjz0ZGEweacKRReBEyMYEZ6aptqfjbFadSVdhN8Pv98n9TIfT5rsZBDYsjnO8PXIGmObi663/ok+BevHIwUGaL5P0dd1Jqq72Kakf6MYRTY9xhAsflMPdBKK0nTNMGcA2ssYF4B7QtMkNCAdIgXEEDqfHMFc+OG99r5kZhCrx4L4hc0B2pR21UA0cfXB7ppSFjN2o+ro4gP/ig+inZizeSIyqjUAGAQecgXleETeg4XFZfOlWNY8dS6tnvXTTMJLGIeFbQvspN1PtEICM2egBR+N4grOQSviSRXF7iHlbZ+lBmSyUqzHOpKk0Do76IAckvcqhoHIdL/kaprW3dE0uj4JOr4HBbGXNoMsPohSGc9zBUcSDjcaYEuiEVhCFXJS4ikf1045mQNAgr0WNBTzZ9uJPuxJHHAA5wNYW0B+ZVnOVAJh6vP2VDoLnkkrPJzEyDLU/LJNR51VGlQ1hNJx8rr2rAR0zhP9zK57ZLWXb0BbrGfU5K5ArCdO4rHSeGb2RQq5msPTYDpwywvES45yWZ8/DMRXDGEoj2cu5KTcg6nv4/2N3Vu2V7xJ/AfcgY5GBiJFIIZxXVMUz7gNXAKc4Xs/ImCC+s8CSpzXf7r0IIjSeG3BmSqqSltigyc87E7qjf/Vcg11eriAaepukcdzfAXzqwvwGnbpf2yXdNXIJDB9t6QrddzjU+1DieBEsq4gR1+0F30vsUGoh2uGXydENGU1RSDqxHBnwGDQLY6pWSlFGoqIXZbmLR8Qy/1hlGLpHsxkgOXZhJApkerZ41RDxS2uNM5AxdN/w/J5xAPpP4mvYcZLhjBSuzn6RT7Dd0jPVMMaqSSEMO3RM+pl30fI6UnMHB4vGU2trUPqkwDn44X25GM7x1G9wwyyv1K7yLHZnA4nR8NXERAfTFyCgG8AQ65hLPSo9TugQL4RwmnMPEsIVUfqOYPlhoxW4eopD+SANxCXLV41BgG3sSu3fHUVISBiVt4UjtCZ4ZPMN5HqrMOUMn9vEsD1FEDG9Zb2fd8QcY1WYacUb3/aYMunJSIlYzMPlZ1h+/vyIfZRMcbgcv3C9XPIathPv/Ld3gvRVzKDQZ85zj+4lP1/kB6as2KNANOYkhwGXIFfhcpOphCTKvoZP5Ho/1hK/ebfDwvEMXcW76F8QZc+kUs5PosGJPG+0XSqxRLM0ey/SVbyN8ERN6HawvhvX/5+T5Dr2MtTvP988Mv3MiEb64FKa9AdhBO+m3S+hApILjTJxOVF9JbD2X5BNkBiFUxyB7jpeTdCgUrmGggNZ8yqkM4xTOJYGlPjEIo4HzgDuRQvrdCayTkAkz7ThEqa11XaPNC0SGZdMl7nP6Jr2OjkZmWS0m2NBfzrQp/MwqYFujZwggm5Oj4Urwjt9KODAMjXuIRE8iv5PEkmZjEJ6MiWMksZg0vmAoEyre5zlIMY/7cS2FciURtIS51QTyqpSezbYk7A4XB1cnYdCVkRi+mQhDDq4lf9dg5XC47HP47HIo9NJUiU7AnCtgSADFuBokFykgEYwG0RtATQGxRUjvh0N44xlldpi4eelXXL5wEUuOjqfU5rnoka8ptUXyR9ZZ3LP8Q0QwDbFLI+FoWqBb4V0KYuHjq+H2ylys5oq8hBUIHdAKHGfjdJL6mgxHKhBWYoXg/Hmch7cUb4LojlUEmmJbJB8dupByh+8TibfhY3pyH4OZRG/uqpLL8YWhNhqZ2+ZSH5XvDv3YyG+MxeBD8QtNg+TwdcSZmgg+fu0OOGs+/PdGn7VFUR+HcS9twi9I9VJP6AvcQxRj6cfNjOAMdEEoJuMLNMBAEd14DAOFFXvaAf8GrkYm5XaWDGTQiX/5kGv5g1F+q+8OXiO6wihZnfNodVJ6DwjXH+e0NlPpnfgOYbpCF6/WYNrrMs7wJyfi2JpCAP++X0r3ByWzkcqfQRXEhPzuRFL7O/MXUhXdG5O71SODh1a9zbxDF1JoiaPc7l/pLWex2I3MP3w+D6z8L74b0bjJvPFStKkwJvhuI3cojZAK6/e9gPycHcj41oo3JzS5Qmg/B2nquNgXBup24WGkFEBQYUPGzHsHj4zCmTNnomkad999d9W+8vJypk6dSlJSEtHR0UyaNIns7NpxYQcOHGDixIlERkaSkpLCAw88gM0WwspwzQAhoMgWxY9Zo7F4OAtcP3Y0LESyk468RCdepDMvkswCdD5YGQQpmXEaMiy+B4EX9q6JDkEYVjQfP501TdA66nciDYcbPsmhh3WDZJD2J1c2jx+MZsYu5PrgQeCEV3JzdiUaEx15lXb8Dx3WYBq++Bw9ZXTgLfRVWb00pIPuxIqtqcCeStwYbHiBHziftX50J9RjJ6wi9lJgQHjhPWuadCXtGPMDnWK/waR3cYLEboD54+Rz6+cJYAkDh5vtEhp8cB3nHEzkcgq9rujqOQKpVpxJ8D2gX0ZKtVUOJwVycG7Dm221izD+tfbfjJu7nje3TMfqMGBrIF7P39gdeqwOA1/tm8ITf72IvZG0B7qTtioEzn9kdurY3E3e+UIHmRkyRZXZFHy3kSvY9PD44/DUw/I5AEAh6L8H7BVKo23BcRZuPaN1wBigpuCPQNqdQfe5WYA/vFaa20bhqlWrePvtt+nfv3+t/ffccw8//PADX3zxBUuWLOHIkSNcfPHFVcftdjsTJ07EYrGwbNkyPvzwQz744AMeffRR99+FwmWq1e3kdqCsDdM3T8cmvOEKJepsHXidM+hFBqfTm3uJY60X6qm/ZpCPgMeBe6kr3dzS6BT7PbHGPTT5NNvaW8re0/SpLhF0D9HQYyNQiDQOszwuLZp09jGcMXTgbY9La14YkYm6n8fTJ4fww33vr69WIrks41Rac9TrZWuag65xc+ib+CZuvaOFY+QKSK+t8OfI6p8dN7iWAu4mr2IC0ZlC+uE/h6sjSH+XPwmuh2o08A/gkRr79gKjkFNZ3qPMHkWhNYE5u29k4rzVTF/5btUYJlAIAc9ueIqJ81bz2uaHKbNHNXhuGvDYSVt65cF8YCw0+RUTwAvUSknXCicjTm1hsH4AnPYHlDTczqCl8rt91ytSkbgsssaBypVCQHQGx+nI57kbK4RnUVdxdBf4aNjqAWbgIZq+aZzHLQuguLiYyZMn8+677/Kvf/2ran9BQQHvvfcen3zyCaNHjwZg1qxZ9OrVi+XLlzNixAh+/fVXtmzZwm+//UZqaioDBw7kySefZPr06Tz++OMYjb5YpVLU5N39V2AXOortUfyc/TcAyu0mcizeSTOhYWMQlxFOtaqmicNE0MhqlZfYxSNczEGu5wM64nJYcbOlZ8IHaDg4WnpG4ydu7QUXfw2fXwZhXlq9XzVUKgcq6mEPUsmv6e/dMqTwmft0AG7FQBEduRITxzwqLdTRYaYDb7ODJ086oiHjC+8E3kVmKHaN335rz+23n8Fbb52c99V7vMi96HAwjTd8Vkclehx0YL/P3N01DZIj1lWokk7HZUOrOEZuN70LcQVw63/g+g+crx94jWz6E4ERwccc5UbSKG7ye3kF8Cj1Jsr2CUeQ4i5zkPJTwUIS0kDuhVRBtCIlGp8AbgB6erW2YlscxbY48szJXLloAWe1/Y6z231D26iDXq2nMY6Vp7C/qCtZZW348cBl5Fuajss3IJ8sNe+qa5FBBPMcsHc/iBVUx7F1q/hfAOuQUQNzIHkuxOdBW6R4nhHpwDsGOYH4S2ONsBphV1dYOgoiS2HwX95X8/UFR1rDdxdIwZxdXaVgXhXHQb8MSANHWxBdkG7NLhKDzKxyskFYhBSXCboIi43Ae3gzB69bRuHUqVOZOHEiY8eOrWUUrlmzBqvVytixY6v29ezZk/T0dDIzMxkxYgSZmZn069eP1NRqjdfx48dz2223sXnzZgYNqjvfYTabMZure6Ow0NX4A0VNDpen8fGhi7A6DBwqb+21ck0coi2fVAhWLPSbYIUAyujIfm7nKFcQzdv08EvNoUNU2BG6xX+KXmfmUPG4hk8siZaxB1d/DO/d6J0fi8JYKIj3vJxmyVs4m5aiwKN6uqPjUuLIogvPEOnjdAahgIYgnMYGke2Bc4Et1L8yczoyh1xdcnPD2bo1od5j3mI/HXmZuzlGKx5iJhEeThk0hg09O+mG1R2xBicx6MpIiVjJwOTn2F1wOcXW9s4pk9Zke4XxURAHR9rInKztnVOV7YWZmIp+7ocZQ1CtxtXkKDIdxHf4M4Np00xCmjuTKl7bkCvu25DKiOkNXOc+JbYYNuSewobcUzhU0oGru75NpKGE1pG+m4A+VpZKoTWO+YfP59XNjzR9QQVG6s822bpi6wQ8aoXya2scfAz5CHIA1wF7IQ4pjzWinrLCk48RFmaFo02I1+UnwIRfAAFfXyw1BYLZMMxpBe/cDP98vIETBIiICndRNxc2IpHLre1O2l8KbAD2u1esb/kAz/UFauOyUThnzhz++usvVq1aVedYVlYWRqOR+Pj4WvtTU1PJysqqOqemQVh5vPJYfTzzzDP885//dLWpikbYW9reSyUJwjiBhp2+TCWFH3weJ1e7drCSzBq+oYgBxFJIlJddVpoLMcb9xBl3kKWNxCYacR0pi4RfzpaDqs57wOCbmE+FvzCiI5lkjjCECwBHi4of9Ix2yEFGfc+0tkBHv7bmZHbTlSd5hFEs5XR+x9SY0rAH5JHAafxBAXFNn+wBBl05baKWkBq5nGVHX6TY2sE9Sf/tPeGRJ+VqyOzJkJAXVJofnjMfmAHMRKoIBzM/IJVTv0AGafmmIz7fcwNf7Lmeoa3+4N/D/45OsxNvzEXzsDohIN+SiEPI+/DfG5/gpwOXuhxX2wGY7GrlT0CVI0NFKPlE6ncVLYspZP79/2Z+0gm46b/O13HJl/DplXDeDxDhu4klt8iLB4tR5ml95a5GTmxVYRC6iRGpGXZyRhozsBJqOL0FEbuR6ZS8i0s+GgcPHuSuu+5i9uzZhIf770E0Y8YMCgoKqraDB/3nIqBoGA0LnXiRUQzhb3ShFT/51SC0E8FuZvAH6ymiH6DxHA8y1Q/uVJ5ymDa8zjTsfpa/SY/5hd6JTsSRFcbKfGAHvD+7q/An/YhjJP1YySAuRVMGoYvEIJPZnDx/egpO52LzMQKNC/iOW/kP6xjgkzqWcAZlROAPy0rTQK+ZObX1fUSFefBbL3Qw/ywYsRzemAp2X8T+SS3bwPAaMp4oFBK7/440Z0qRmv7eHycIdDjQs+r4KMbNXc/kRb9SZI2l3BZetZntJoSAcnt4rf2NbcW2GKYsnsu4uesZN3c9Px+chAO9y+kmdiH9QpxFD4QJCHNUbMjtG6SdUuu9aw6+fXY6C6e9DjZX7kdNCs1d+6EMGQmGxXEBlIVLddEpH0GX3fL7Kxr7vD3Qr9cjk1e3qufypXgzXM+L2JGTQpu8XrJLT7M1a9aQk5PD4MGDq/bZ7XZ+//13Xn/9debNm4fFYiE/P7/WamF2djZpaVK2Oy0tjZUra9/SleqkleecjMlkwmTyfZoEhSsIdJTTmecwkeOnGqHyW3uCv1FMX3bxCA7C0RCM5Vf6sBljhUpesCKAQ7TjJe4BNIos6Zwo609SxAaf163T7Og0Zz4fDYqjZVLYG96HVu6kTgB2d5buqDgIOonuZk9v4DziWUZbPg90Y0KUGOBC4Fdqx22MAPo0emVWViTffNOJCy/c6/FqReNolBHJB1yPhuBOXmUg671WugAWMhpLjbQDx8qGEGnIIirMNyMmTQM95aRFLuNgcTRmu5vx7nYD7OwOTz4iYw0v+xxM9RtRomJK07VaWgPX463E0a7hgKoJ0OcI7gh6O7AGmSE4CimWc3J0nXdwCANldgMHSjpz3q8ra01Ut4vaz8sZU7hm8VxKbc4JrQg0Tphb4fBQhE96NdW1uxr6BKYgP636qOk0LIDsbjtZOXk29rdvkfe6q5RHwHMPyu9HeHngfqYFUB4Op/8uPZVOJIHZhwtQeqSoTDy1l8gqO8lOcBjKdXgXuQLvfVy6y8eMGcPGjRtr7bv++uvp2bMn06dPp3379oSFhbFgwQImTZJ+5du3b+fAgQNkZGQAkJGRwVNPPUVOTg4pKXKtdv78+cTGxtK7t+e5jxT+wUgOQ5lIGLk+Kb+cNhWrf9UIdOzlPiwkU0ZHbFWuTIJPuIpz+JnYKon54OUPTuNG3qt6fbx8CA5hpCufAaDDSmL4JjTNG6kHPMBugIdmQuujcM1H7pWRmQH/ngBcg5RWOwvpdqfwLV2IoRft+ZA0vgp0Y0IcAzKv4zpwYcJp+/YE/vGP4Zx//l70fnIImMUN2DAwnWfpwxavlHk3L/M5l9Xat7dwErHGvT4zCkEahj0SPqJ99HwOFJ/NkZIzKLO5mRMyJxWunwVHW8ODz9c5LICbSeVVTAx0SU3CgFTfDBQ2qg3SYHcltSH98HTI7MHfIyPpfIND6Dl2kmZCniWJ65f8yIHizjgCkKQqG3im4n8NuIXqOMMI4H6qvERJxrnePADM2t8B86ilkJMi4wXdYWc3OHMRzJ0ACfnuleEpT/8fzLkCtveQgji+xIhcIYynrs+kQGZ5yPNtE9wjG+kl4BtXX5eMwpiYGPr27VtrX1RUFElJSVX7b7zxRu69914SExOJjY3ljjvuICMjgxEjZFjsuHHj6N27N1OmTOG5554jKyuLf/zjH0ydOlWtBrrFImAHDc8p+QYdVqLZjM6LqkdltGcj/0Wgw0xripuYiQcIw8IHXBcyBuFPnMPDPMUuutXan2vux8psaQRrWEkM34KGnX5JrxIZll1fUX5Cg//+3T2jcM7lMHMsUmxgd8UmkDPrCslWpI/KaV4sswvwCF24hTZ86sVyWyqRwH3ANKRO4GTwkZumN/iIa1jAGK5nFv/CjVUDwI6OG3ifw7RlA/05QbKXW+k8kWFZ9Ez4ACF07Cm81P2C7AbphmYxwj+eqn1ME+z57+3MuO1l4tb3w4ZGsd9STXiKHTlIFMAdSPnEYMaBdHubjHTDfgV/LU1ZHSZ2F3lXCdWl+qGWBvv7SNtkIrLXmpCHqcMO4CsgxxwOG/s3dXoTjTPC6lPgwm8hzCrTU/XzvntiHSpTTGzpLY3BQ97Su2iESGQM4ckqoyD9fPcjH/VBJ6dgR6r5emfCrz687gz/0ksvodPpmDRpEmazmfHjx/Pmm29WHdfr9fz444/cdtttZGRkEBUVxbXXXssTTzzh7aa0ELIgAMaQDjmTVXkDnQ2kNny6UxzByMN0q/DXb9q1Q4ed9hzkDJYEtUGYQytmM5k1DGEn3VjPwEbPF4RxonwAINhXdD6dY7/EpM/zigtaTulQ9hed69pFZpOUg2591LXf7n0dYXMa8qdLUT8F4FX3axM6kujCv4kn04vlNk9O67yfszss5blFo5o4U4/8MS5HSu8nNn56BYcPR7NkSVtGj/aNGmIMhfyNxVzG5zzPA2yoMFaP0JYPuI59dCSBPJ7kEeKb0K+1EMZWevES92AljB84jyJiGzx/f9E5GHQlpEUu9+p7aoi0yGVkl42g1NradVXSSg50kJNcOgf83zPV+zUgYzkbE0twS8o+4DiAV5FiLp8hcwQGu6t+JrATyEWutr5IaH729RNpPEJGp4eoXvurn9UHHuX7su60Ruq2Ors+thmZesKrCht2A/xekbbqvhcgJUfG9Y3/1Zu1wLFkeOD56vjHeePheCvv1tEQMUilnhTqfkV2VGxBmeDAAXyNNxPV14fHRuHixYtrvQ4PD+eNN97gjTcaFvvo0KEDP//8s6dVKwKEDjvpFPEW1e4NejxP4etgD5dU5DOawxXczpuUNmIcJpDHckaQjJvxbj5GACVEcR0fMI/xbriraOwtvJC88t6c2voer7SpyJpOnrnpFdharBoKE+bCX4NBH2CXVkUTjCCRrnTlXL+KPoUqPVML6dVzF2/8OYwSSxgND6R1gOu5NgsKTOzeHeeSUSgEFBWF4XA0Pai/iXeZyUOEYeNbLmQrvbBWDCsP047ZXA0I2nOQW3ibMKxE1kgVJIBionGgYwP9GctvWJxM+Jxv7k2RpYPfjMJ40zZOaz2NZVkvUGjpBO66/+3vKNWV73gNoouD33ZyiaPA5cBU4EHwYQqRakqRa2CrAVc9So4Ds5EjCVPF3xuQad6psS800GlmkqPX0jn5G8INJ+ie8jGa1vhzWENwoqQffx29FZM9jrPRGjWNLUiDMBMLcWzkH8ytKqlmAFw2qXzClZQQhVs3+fyK1FVZabBwNPTZDBd8J/dFlIGxCVd6mx5KaozfRIXX0bFWMmXMx1dLI9RfGJAfQ1dqp50QSM/mfQS5QfgV8rtR7NOaAiWbpQhherGVJZxBNOVe/T3VIaok1S/nM3qyjY+5uuq4Ax2fcBX5JBBHPjfyHtFOpBcOFDvoziV8yXZ6eBC/oMPhpa/pifK+5JndiNsVOshOhfdvgOs+cC6p/eIzIDORujppCt/RhShMpPKjMgidIMyg56K/ZdAqcT8//H02o9+8zif1LFzYlv79jzN8uHMrwmaznlGjLnYqz+F6BrCIMxnHfN7nBm7jLT6pI3yv8U8e4zkepA+buYQvq47YMPAqd1JEDDYMThuEleSbe/lNJEvTQIeFEakPcaB4AgeKzqHU5mae3cwMOdH1++nQxKA99DgK/Afp8uxro9AO3IXUxCyHBtNBaTQ+bVyOXOkEeJvqoen9FRvISYBg/LUXaBV+hr3S3iej03SMBuc9l7qnfoJD6OiV9j7frV3B6fZ4ItDqfacOYA6wFgdXMpuHeYboBj5zG3ou4wvO4zushFUonbvx+S0YKzejGe59Ue576R64sonQhMwMuOib2vvy4/1rCFZiBMZX/K38SgiqbejFyPmJoHwUCKRBeCO+NghBGYXNhE3AEL/VNoD1JJLr08dzOGaGs5LhNYwKOzo0BEdoQ2uO8jT/h74J14xAsYNu/Idb2XSSWE4gySoZSXbpqe5dnJ0G//iX/CFwxij84lL4PhZ4s8lTFd5iEAmU08El4fOWjIYpLAyj3kG8D/NzzZnTnW7dCpw2CgHy8sKxO5FCYQFjSSWbccwnliIyyGQNQ9hO7bipUqIoJYrfOYPfOcPl99AQOWXDCTcc94tRCNIwDNOX0CXuS/LMPd03Cm1hMt3O3Akwfl4zzMVahgyO6tvUiR5yA9IgbMoIOhUZQVcfB5ABKJV9UNPN+fka132EO6v1viYxchNn95bCiiZDvksGYSU6zUFsxG7OHziS/26czzWWtvXGF36IzKN+M69zC+82aBACGLDTg+0s4CxsGLiKjzlcJzO7C1hMcKJC9+OB55tWOS2LgBOBi0WuIgKpaxRNbZvYAixA3nYlBKlBCNIl/Cb8FSamjMJmwYfAtX6oRzCA9dzJqwGZr9Pj4HXuCEDNzrONHrzPDXzOZewPcGLrSgotHdhfdB7ZpSM8K8gaBiuHwcg/G5R1VwSKC2nLIbrwTqAbEhJYiWc9c7CwBjDTLfkEX18/h8v/dxlWu/dVCWfN6klhoZGbb95M797elbRbyyAO0ZZ2HGYab3A+3/Mll/AuN7HND7kUs0oyCNNK6Jk4y+d11aRnwgdEGY5ytOQ0yuxuRLQfTJcrGSOWw/89LWXwmw0nkPIl6cgVw9HQSHyoeywHvqPxwerVwK1IiceGxPDaI/MYWoErkDoJleRWbCDdVIOL1NhlnNH1NuIidnoc8y8Nwz3kabY68n0O5ChvI3A3z3EFc0hyQvk9DBud2YsA3udG/mIwM3imyeuaJDtNbsFOLHI+IpbaBmExMitKfgDa5DQCaRDejD99WpVR2CwoQ051OJd3xxPe5wYGsdbn9YQqD/MUX3MxweLmkm/uzsrsJ7E6YvC4TXmJcO6PsKM7tHNHOONS5OBE4W3S+YYObCOKXYFuSkjgIIwChuFgI2Am2mRlSLsj6DxxJbz/ecioEPf5cyS8eF/VoUOHYnjllf5s3x7P3Lk/NlhEQYGRW275GydOOB9HNYi1tKuhaZjOQe7hJa7kUz5iCtN5Fl8+jyyORIqtflAMPInosEP0THiP9jG/sL9oIvsKL3K9EKsR/jgdJpwGYxbAxuDx7PCcAxVbpbpxD+ABpDqxNyY+8qAJ8SIZvDWyiXMikCN3BzALGQ+5p57zHkUmdGhKFMo/tI3/jeEdHyU52rur5AIpJzIJaS5XchDpZNuF3aThmiK5BvRnE+04TAo5FBHDQ8ykPITiNV0mARhc8bfm468AmTLzRCAa5SwO4EvkCqF/gxyVUdgsWI6caZvgl9qCw9wJHgSQRwLvchPrGIi3P6FyWyt25E+hW/xsdE7kLrQ5IsgpG0pueV9KbWlYHd6eIW6CgljpOlKHnkAH/7alRTCOWL4lhq2BbkjIEGOyMHPCfM/dRjUH3P4mdN0lJ0y67pb7+20Eux5eubvmyWzZksi//jWE227bRGKiuc7qgtms46efOlBW5txP81jmcx0f1G0W0JosruVDygnnnzzm07xshdZOlFhb+zRvYX1oGkSHHSbRtIVD2jhswt2JUU3GTTVb/qjYPkGmRb8P6IhvYw6jkYFczqKrOH8mcAz4GGopKC8FDnmtdZ6QnvgTA9u9QFqsdxWeNc3K8I6PsGLfvyg0p1ft34M0DW7iHfqxscHrmyKRPM7hF8owUUYEM3mIgqp8z82IZKAPdSXxBdKrOqvOFUGGGfkd9b/qTagk4lE0SdA6RDdrBFBGBGP5jYd5ij108XodFkcch4rH4hAmRAPdLAQ4hAG7CGNL7k2sO3Y/+4vO41jZUO82Rmgyz1djyoi3vymVxWphQD1uvMXJn+MQ8CRWpAUSGy64Yfhaok3OJ6OvF6HBB9fBgPXQ7hCUm+TW/iBM/KnO6QcOxPDYY8M4/fSLKS4Oq/V9djjAYnHNcBvMX5zFb4BMKVGOqWqzEEYqOUzhI4z41t27zJZGma0VQgRmyjA1MpOBreompVecTClSyGUwctVwB+6PHToD06FeF+VEpECMqyELGtKj5HbgXuquMn5PMIiXpUSvpl38Iq+Xq9McdE/5iPCwY7X2ZyF7bgLz6Mh+j+uJwMzVzOZ23iQpSNXb3aYVcv65bY19dmAbMr2fV3N4+JLAjOnVSmGzoVJKSa3j+ZMSohjFUjbTB3vl1yn+hBwsFjiXy8wZzPYk/jjyGl3ivkKv1V3dEMD+wvMptydidcQifDUDbDbJ2Jv5Z0GvbfWfUxYh3bLohMzpthF4GLwocCERJ/1tKUwAfkMOEwaSyAblNuoCrZMSePr2azAZa39HooxWLum/mS839MFsc/anUYOSaLhiDpjMtQ+ZTfVe4XDo2L49nsGDL+OBB9bSs2cePXvmM3t2d158cQAlJe59d2/iXRZxZtXrnmzjHl7iLOYzmdm8x9/dKtdZ1h57iAHJL5ESucqn9dSHTrMTacjCpD+B2Z7k59r7IFMnmJs6MYgoRiaNXwA8BlyI68PBHshVvfZQJydqa+AfeOamegnSjW4N0nES4FPkJNgwD8pVgBSiuYPXKSGKOVxOjseZpoMAPTJ0Nb3GPisyGf16gjAZfX0IYCuBiqFVRmGz4VXkYFEZhf5iM73ZTRf20RFbYj7oK544XXaAQwd7u8rXBQlSucsDBHpKbW3ZeOJOzxrtKUIHh9vCH6dBajYkniSaseoUyEmpeDEKOVj6H9JtVLqUpnGUbhVGTBnhrGEIwuVVxMog7JnIp37wiRD4jkiqv+dX0Il7SWJxANvTNOVUi2lHE7jMY1HhJvp0SSc5LgYhdPyxtz1RRguD22WRFFXGm5f8yLztXV0wCivIcW1AZbfr2LUrnltuOZNRo45w8cV7uPde12Ol9tGR3xgDwFZ6cbDGaOgg6Rwgnfe4kUGspRs72Nmg2IfnWBwJ5Jl7oNOsRBhyiAo74rO66iPGuJ92UQs4VDIWs917E3JNcz4yI3YoGYWVbAKuRK7KXUf9q35NMbVi8wXnA+cCc2k43UXz5BDS/8OC77wdNWAGz7KOAaFvFBqANtR2mrEiP8hVhMjc8XrkSv63yJhd/6OMwmaDO8IfCnfZTWceYiY/ci7E5sPQZRB10o9WuwPy759/g+z6BKZ9SyRS860hbIDzIvk10eCWd6DzHhi7oPahu1+GZTVdfoZWbJJW5HANH3EPrwCwlw6czhJsLhmFAvgcuIWmhQ5CgfeAC3D+caxDToWWIo3u0GAn8mduALU9e/yFlThatR7MPVecBkCZVc+VH11Kenw+H1z5Ld1aBUZ5YOnSNixd6t7z4XMu53Mub/D4dnpyOZ/xHRewj478mwfcbaZT7CqYzK4C6Bz7Jb0S3/NpXfXRM3EW5fZEDpc05/hAb2MDnkOuwn2O6y6fviQc2aZlSJfSiUgJlsCyI+dqjIYCBrZ7yWd1fId0lLVCc3Pw9D7xyGFGMtXzpccJAUEZkOOZbcCLyF4/1vjpPkYZhc0GK3ImLSbQDWnWCOARnmQW13OENmCwwWkLZWLXhui2FWwGOJHS8DleYjTScQeka33HRs4tQ84TbwAPQtedZzKzuYFZ9KohiNKK4/yLR/gnj1JGpJMl2ZDuqM3BIARpLrkyjRkBPAlAV54glnU+aJN3MQGDkL/TJ6dkt+L7FNsAxzmL9cfep/gTKQZjd2jklYZzuKA9Ga/+nXN778Bq11HUgNtnqHKYtgxlFcKPXiQ5ZUOJLDxKh9if/VZnJekxc7E6oskpCybjJhQ4iIznuwb5fHX2eexrNGRs4XNI38COAW0NQGF5F3JL+vi8Hn/JNt3OW5QRySq8rEHga1pT7YTU6qRjZkLAIMxCum9/ir/yEDaFMgqbDTuBr5AuIL7jTW5nOs9Wuf+1FBxoFBLL29zCu9xU7WohkAZfY0Zh0nGILPHJA0qPHFCfipxTHYKcLHOGSGRkRiJy7Wkz1MmP5C0u43NuYBa9T1LIjKaE8/mep5lBmdOlWZGxJi2VysG9IIlFmPw2dHAfDXl/tkKK5Dtq7DcjU2z70mRxEIaDcHKKY/jf6oF1jueWRta7v3mg+dYg1BygqxGs49BTbO3AvqLzKLcnY9QX0D76V3SaFZ3mqydMNYnhWzhRvoPjZYNxYPR5fc2LQ8i0DzuQK3OnEjzeCK4omfqeY8VD2J59NT1SP/ZamQ6hZ/2huyk11+858AlXkkAePdnutToBskijmGivlulz2iAFZepLl3gC2Ovf5rhGGfAN8BZSVTd4UEZhs0Egh/S+FJvReI+/cwlf0pVdzT56UQCOCrfGEyQxguXsp0NtaXe7ARaPgzN+g6iKmR6tRgEAa4bDEe+pQ9b83M8BhiMzVLqr7dkV6Yy4ASkC7pbrvUDGUdarPii4iG/qGITuMxtpWij+4msGcgWtmB/opjRKTUmgLOScaDRSoqIjvo+EPsS1bMNb6pQONA8DVOTVOppFDHj7fdC3Ru7aLQNgXxeKrR3ZVdARDTu78i+nc9xXdIn7yi9N6hT7DTrNwrY834rrNE8EMkfaL8BZwPtAHM3iXvUiJ0oGsvbggxj0JXRO+sbj5PUAQhjYeOQOSq2t6z3+JZcwjvleNwq/5iK2uhVPGgDaIlcG02nYINxOkA4RKvMPvgisIxjjkJVR2Kx4DZhMpaCHr3iB+xjPPJ/W4W+ySWEFw2vt20RfPmIKRBZjH/YH+8UmHMtbg7nm56uBOVzGDeoccoAUl199eFcPyE0Ch2dftTCgG3Jl8EykEQgQi3ecfIxIndBroZ6sZw2QmQE9t8lE9nY9nPcDrBtY65TWHOV8vmcoq73QykpKCREZMR+jYSURR9DM5DdMNvJ32oH8GUxDTvL6w0GtiN4UMAxboxG2ziBoY/idQaaXSNB7NigziwRWlc/ggHV86K9m6e0QXmNw03sDhFlgZ29AimRZHAkUWrpQaOlErNH3U/gGXTkGXUsSn/IFxcjVjA3APchYvvpG4S2X3NJ+ZO55jtSYlUSbPNN1sDuMHMgdj83R+PhtPf3pzwY6eMHqEUAmIziBvxV7kXMMaVTPZp+gWmS2JgnU/qEYCI2mVjwM7PO8ed5nO3La/TnwcYogT1BGYbPicMXW1ae17KMjfzGYQaxFF2BJJwca6xiIpYmB1feczx+c1uDxvBiNzZ0NEJsHf38O9DaqEv6Gl0GfNXIVbNMpDSuJfnI7/DlOzpR7iYHA6cgvajq+nas1IV302+KkbNGjT0KnvTBsJdzxGvx+OpRX/6ClksVVfML9vOibBjcbDiHVxi4NcDt8RwJy0gHkGMBf6w4ldGU3/8cRJnulPKuIJUp3lER9A+lYnG2XIxWLiPVrnJ/PMIdDUQzEVHhKhJeDqe7o7kjJmZwoH0Ck4QgRhmN0jPm+4iYQxBr3oNc8zBl5EqkRy7HGR7M9/wavlluXj4F8H9cRSHYD04A3gZuBDOQvU4hPZniJwvKubMu6nnYJ0lsj3JBLfOROl8qwOcI5kn8687d9gs0R1ei5bzCVFI5xM++63WaQY6dN9OV+/s1eOnlUlsvokLEEI6m+jdZSv/JdXwKjTOY1tgHvIlcIg3L5shbKKGxWnEC61j3m01p20ZUL+I6ddCOi3qkd/2BHx066cR4/SNGXJmlkADZwLrxzTuOnaQL6N5KDa8hSePJ1WFoR+1ASAyfcl3lORLqH+lMoOhW4EXgKJ9fislPh3/fDr+M4+YO7hK+4z+sGoZ1ASTX7jnL8JykQGEwEJjJpB09wlCu8VJrGMfsgTtj7kKjfilFzXxhAoKfUUXOaPIQ50g6sBhhU49nYwMSZ2Z6I2Z5InllwpORvAGjYGZb6MAnhW71qGIYb8ogx+mMQdhDfRWMHE1uAu5H+KmcDDyFVPtrR0l1LV+5/gpX7nwAgPeEXTut6BwCaZifGtB9Na3zy/HjxAH7a9BPCybyOuSSwlw5EUUqKi2qVVgwcpi1mTEzhQ3LwvQBeHSKAv1H78TfQ/83wLUVI1dzr8F1SEe+jjMJmxwKkq0esD+vQKCCOf/AvHudxYqoykPmPYyTzGP/kQ66ltFbeNg/wtAgNePgumDcJVp8O+7rDsrNcLsaEzDg5Av/nc3P5I5j+bEUcYe0rJ/Ij45jvg6FCEfCG10tVND/KaE8hg/H2gHVh6TvosNHL9JHbZURpR7g0ZiQfFW6nXATAdcuraHAsDeafW72r3tjik66pPBU9K7Ofpkvc5/RI+J9vmqjwInbgJ2TMYQpwGTAGuewDUgHdH3rCwUT1/XwgbzyfrJbx8xFhx5k0cDhh+sbHSH8dnFFhEDr3rHqNabzB7YxnHs/zIHocxFDU6NUWwighkn104kK+xoEOGwan6/QJWgP/n4yN6lnqMBqfS9MjVx8dBGiupgRYjFxZn0eohbooo7DZsQYZc+VLoxCKieF1phFLIbfwNink+M2V1IqBb7mQ/3CrG0nPfYzeDn+NhE/cT+YbQXBpvjWKve4jRI+N01nKMBpZVfWIlqw8qnCGUjqxjzsp8UGydoEBB0YcQodOc+9e1DTQiea0uqQ5YQg2fK1Az+GSvxFpOErb6EVo2DwW7ii0dCKrNMOzQhSNYEd6OLyCTLhdOYV5HdJZ/Crk6D2MlrWSqEMIOS4ptaTy2ZoNNCXfJl1Gnf+MHOhxoGce4/mD00jiBFP4uNESdtKVH5mIA11FuE2A+sQEdGmg+izqdwTKpjp9X2dkjGEq0p3qZHoiBRiOAn962lhXsAI/I43B36k/QDL4UUahwm0smHicx3mXm/iGi7wsJtIwV/EJP3NO8BmEXiAZmEpoR2s8zcNcxLdOnSt/KlvSgMEb1BxgqM/uZARQTC/2cbfP6viz7BlsIpwB4WrV2luU2Vqz8cSd7C86lxFpD6LH7LZhKATkmXtyqDi40hg0X8qpHgS/jDQEn0QOMe9HribG0/KeVzos9niflW4jjELiKCSOJ3jUZ/V4lUigD3VvhRykh3JTnpaVGl+dkGkpIqmdo1CPXBfJ9bilTiAqtl+A54GVFZWHLsoobHbYkdMjJ6eI9h2HgWWY/ZZ6cxtHKWWFdwstWA/LvVRW1k5gocuXJQFnIBN8BzLnaiFupqWo4Dgb2eDkO8glgde4mWJW4Vx8VQlyRq654cI9E1GG8YHnsb4+DZGbSBHH1YO8BvkM5SAX4M530FnKBRyzF3DQg1vRJmw4xB/42qsjlBBAocXO8qzxdI37HIOuxK1yjpUN4WhJCr68B6rZ74c6Qg0r1RKQtyJXE7siYxI7EwwJ6BVBgEAOduzAeuTgx1n2VmypSDGamhxG6rv4lHLkiuDTwApCdWXwZDQhRGDlI92gsLCQuLjGNGkVCoVCoVAoFMFFd2TqrGuRQjWKFkUsMKrifwEsIcQW14qBTGAmMnYwtMJZCgoKiI1teCJSGYUKhUKhUCgUCj/SESlQcwUyBrEVzUKNV9FMKQaWAq8i3UVDznQClFGoUCgUCoVCoQhKTEA00s10KjL0xd+62wpFQ5iRRuDbSHX/4E087wxNGYVqWkahUCgUCoVCEQDMyMCyp5DJ6sYCXyMDzUJuzULRLBBIt9AfkNmirwLmEuoGoTMofQKFQqFQKBQKRYDJqdhWI/MWnFWxnY7Mf6hQ+JqtwC7gBaSaaFlgm+NnlPuoQqFQKBQKhSJIGQr0AO4E2gNpgW2OohmyHTgA3IKUNW2eqJhChUKhUCgUCkUzYCAy0d09yEROKchkdQqFqziAQ8BLwKdAdmCb4weaMgqV+6hCoVAoFAqFIgRYV7F9jsyAfi4yUd1UwIh0M9U3UUZ5xbYXmA2cDwyouFZJbTR/SoB8ZP7M/1b8H3LrYz5BrRQqFAqFQqFQKEIUDYiv+HsLMqP5WGROREPF/krKgJuQwiFWoAiIQhqEd1T8fxHQDmUgNhcEYAN2A/OAOcjs9vkBbFNgUO6jCoVCoVAoFIoWRAqQDDyANPTORLqbHkeK2BQ1cm0b4EZk/kQdcDbVLqpaQxcpgoaaZs0KYAfwHLLvm7+LaGMoo1ChUCgUCoVC0YLpjcyHaAPWI1NeOIMG9EfmU0wD7kW6pw6t2KcIDkqANRX/rwC+rPh/F5AbkBYFIyqmUKFQKBQKhULRgtni5nUCaURW8j3SKBwDhNfYHw5Mp3pF0Qh0wr2VxRLgoJPndgAi3Kgj1BDIGNDKXIGlwLPI2FCAQmCx/5vVzFBGoUKhUCgUCoVC4RR24Nd69n9Z4/944BIaNwp7AVdW/F8CvAyYgSPAT0625UKkGuvtyJXQaCevC1ZKKjaAo8B/kAahQH6++TXOdfi1ZS0B5T6qUCgUCoVCoVD4FT3Vq3yCamPIVXTIFcqHgIe90C5fYqa2MbcT+KHG60xgScX/DuSKoMJbKPdRhUKhUCgUCoUiqLADxV4ox1FRzskGVyBwAN/RsJDP+8CeGq/LUDF/wYMyChUKhUKhUCgUipDmbaRBFkgEsJ3q2D9FKKGMQoVCoVAoFAqFIqTJqdgUCvdQmTkVCoVCoVAoFAqFogWjjEKFQqFQKBQKhUKhaMEoo1ChUCgUCoVCoVAoWjDKKFQoFAqFQqFQKBSKFowyChUKhUKhUCgUCoWiBaOMQoVCoVAoFAqFQqFowSijUKFQKBQKhUKhUChaMMooVCgUCoVCoVAoFIoWjEtG4eOPP46mabW2nj17Vh0vLy9n6tSpJCUlER0dzaRJk8jOzq5VxoEDB5g4cSKRkZGkpKTwwAMPYLPZvPNuFAqFQqFQKBQKhULhEgZXL+jTpw+//fZbdQGG6iLuuecefvrpJ7744gvi4uKYNm0aF198MX/++ScAdrudiRMnkpaWxrJlyzh69CjXXHMNYWFhPP300154OwqFQqFQKBQKhUKhcAnhAo899pgYMGBAvcfy8/NFWFiY+OKLL6r2bd26VQAiMzNTCCHEzz//LHQ6ncjKyqo656233hKxsbHCbDY73Y6CggIBqE1talOb2tSmNrWpTW1qU5vamtgKCgoata9cjincuXMnbdq0oXPnzkyePJkDBw4AsGbNGqxWK2PHjq06t2fPnqSnp5OZmQlAZmYm/fr1IzU1teqc8ePHU1hYyObNmxus02w2U1hYWGtTKBQKhUKhUCgUCoXnuGQUDh8+nA8++IBffvmFt956i71793LaaadRVFREVlYWRqOR+Pj4WtekpqaSlZUFQFZWVi2DsPJ45bGGeOaZZ4iLi6va2rdv70qzFQqFQqFQKBQKhULRAC7FFE6YMKHq//79+zN8+HA6dOjA559/TkREhNcbV8mMGTO49957q14XFhYqw1ChUCgUCoVCoVAovIBHKSni4+Pp3r07u3btIi0tDYvFQn5+fq1zsrOzSUtLAyAtLa2OGmnl68pz6sNkMhEbG1trUygUCoVCoVAoFAqF53hkFBYXF7N7925at27NkCFDCAsLY8GCBVXHt2/fzoEDB8jIyAAgIyODjRs3kpOTU3XO/PnziY2NpXfv3p40RaFQKBQKhUKhUCgU7uC05KcQ4r777hOLFy8We/fuFX/++acYO3asSE5OFjk5OUIIIW699VaRnp4uFi5cKFavXi0yMjJERkZG1fU2m0307dtXjBs3Tqxbt0788ssvolWrVmLGjBmuNEOpj6pNbWpTm9rUpja1qU1talObk1tT6qMuGYWXX365aN26tTAajaJt27bi8ssvF7t27ao6XlZWJm6//XaRkJAgIiMjxUUXXSSOHj1aq4x9+/aJCRMmiIiICJGcnCzuu+8+YbVaXWmGyM/PD/gHqza1qU1talOb2tSmNrWpTW2hsOXn5zdqX2lCCEGIsWfPHrp06RLoZigUCoVCoVAoFApF0HPw4EHatWvX4HGX1EeDhcTERAAOHDhAXFxcgFujcJZK1diDBw8qsaAQQ/VdaKL6LTRR/RaaqH4LTVS/hSaq35xHCEFRURFt2rRp9LyQNAp1OqmPExcXp26EEEQpyIYuqu9CE9VvoYnqt9BE9VtoovotNFH95hzOLKJ5pD6qUCgUCoVCoVAoFIrQRhmFCoVCoVAoFAqFQtGCCUmj0GQy8dhjj2EymQLdFIULqH4LXVTfhSaq30IT1W+hieq30ET1W2ii+s37hKT6qEKhUCgUCoVCoVAovENIrhQqFAqFQqFQKBQKhcI7KKNQoVAoFAqFQqFQKFowyihUKBQKhUKhUCgUihaMMgoVCoVCoVAoFAqFogWjjEKFQqFQKBQKhUKhaMGEpFH4xhtv0LFjR8LDwxk+fDgrV64MdJNaLM888wxDhw4lJiaGlJQULrzwQrZv317rnPLycqZOnUpSUhLR0dFMmjSJ7OzsWuccOHCAiRMnEhkZSUpKCg888AA2m82fb6VFM3PmTDRN4+67767ap/otODl8+DBXX301SUlJRERE0K9fP1avXl11XAjBo48+SuvWrYmIiGDs2LHs3LmzVhm5ublMnjyZ2NhY4uPjufHGGykuLvb3W2lR2O12HnnkETp16kRERARdunThySefpKYAuOq7wPP7779z3nnn0aZNGzRN49tvv6113Ft9tGHDBk477TTCw8Np3749zz33nK/fWrOmsX6zWq1Mnz6dfv36ERUVRZs2bbjmmms4cuRIrTJUv/mfpr5vNbn11lvRNI2XX3651n7Vb15EhBhz5swRRqNRvP/++2Lz5s3ipptuEvHx8SI7OzvQTWuRjB8/XsyaNUts2rRJrFu3TpxzzjkiPT1dFBcXV51z6623ivbt24sFCxaI1atXixEjRohTTz216rjNZhN9+/YVY8eOFWvXrhU///yzSE5OFjNmzAjEW2pxrFy5UnTs2FH0799f3HXXXVX7Vb8FH7m5uaJDhw7iuuuuEytWrBB79uwR8+bNE7t27ao6Z+bMmSIuLk58++23Yv369eL8888XnTp1EmVlZVXnnH322WLAgAFi+fLl4o8//hBdu3YVV155ZSDeUovhqaeeEklJSeLHH38Ue/fuFV988YWIjo4Wr7zyStU5qu8Cz88//ywefvhh8fXXXwtAfPPNN7WOe6OPCgoKRGpqqpg8ebLYtGmT+PTTT0VERIR4++23/fU2mx2N9Vt+fr4YO3as+Oyzz8S2bdtEZmamGDZsmBgyZEitMlS/+Z+mvm+VfP3112LAgAGiTZs24qWXXqp1TPWb9wg5o3DYsGFi6tSpVa/tdrto06aNeOaZZwLYKkUlOTk5AhBLliwRQsiHcVhYmPjiiy+qztm6dasARGZmphBCPhR0Op3IysqqOuett94SsbGxwmw2+/cNtDCKiopEt27dxPz588UZZ5xRZRSqfgtOpk+fLkaNGtXgcYfDIdLS0sTzzz9ftS8/P1+YTCbx6aefCiGE2LJliwDEqlWrqs6ZO3eu0DRNHD582HeNb+FMnDhR3HDDDbX2XXzxxWLy5MlCCNV3wcjJg1Rv9dGbb74pEhISaj0np0+fLnr06OHjd9QyaMy4qGTlypUCEPv37xdCqH4LBhrqt0OHDom2bduKTZs2iQ4dOtQyClW/eZeQch+1WCysWbOGsWPHVu3T6XSMHTuWzMzMALZMUUlBQQEAiYmJAKxZswar1Vqrz3r27El6enpVn2VmZtKvXz9SU1Orzhk/fjyFhYVs3rzZj61veUydOpWJEyfW6h9Q/RasfP/995xyyilceumlpKSkMGjQIN59992q43v37iUrK6tWv8XFxTF8+PBa/RYfH88pp5xSdc7YsWPR6XSsWLHCf2+mhXHqqaeyYMECduzYAcD69etZunQpEyZMAFTfhQLe6qPMzExOP/10jEZj1Tnjx49n+/bt5OXl+endtGwKCgrQNI34+HhA9Vuw4nA4mDJlCg888AB9+vSpc1z1m3cJKaPw+PHj2O32WoNQgNTUVLKysgLUKkUlDoeDu+++m5EjR9K3b18AsrKyMBqNVQ/eSmr2WVZWVr19WnlM4RvmzJnDX3/9xTPPPFPnmOq34GTPnj289dZbdOvWjXnz5nHbbbdx55138uGHHwLVn3tjz8isrCxSUlJqHTcYDCQmJqp+8yEPPfQQV1xxBT179iQsLIxBgwZx9913M3nyZED1XSjgrT5Sz87AUl5ezvTp07nyyiuJjY0FVL8FK88++ywGg4E777yz3uOq37yLIdANUDQfpk6dyqZNm1i6dGmgm6JogoMHD3LXXXcxf/58wsPDA90chZM4HA5OOeUUnn76aQAGDRrEpk2b+M9//sO1114b4NYpGuPzzz9n9uzZfPLJJ/Tp04d169Zx991306ZNG9V3CoWfsFqtXHbZZQgheOuttwLdHEUjrFmzhldeeYW//voLTdMC3ZwWQUitFCYnJ6PX6+soIGZnZ5OWlhagVikApk2bxo8//siiRYto165d1f60tDQsFgv5+fm1zq/ZZ2lpafX2aeUxhfdZs2YNOTk5DB48GIPBgMFgYMmSJbz66qsYDAZSU1NVvwUhrVu3pnfv3rX29erViwMHDgDVn3tjz8i0tDRycnJqHbfZbOTm5qp+8yEPPPBA1Wphv379mDJlCvfcc0/VSr3qu+DHW32knp2BodIg3L9/P/Pnz69aJQTVb8HIH3/8QU5ODunp6VXjlP3793PffffRsWNHQPWbtwkpo9BoNDJkyBAWLFhQtc/hcLBgwQIyMjIC2LKWixCCadOm8c0337Bw4UI6depU6/iQIUMICwur1Wfbt2/nwIEDVX2WkZHBxo0ba32xKx/YJw+AFd5hzJgxbNy4kXXr1lVtp5xyCpMnT676X/Vb8DFy5Mg6KV927NhBhw4dAOjUqRNpaWm1+q2wsJAVK1bU6rf8/HzWrFlTdc7ChQtxOBwMHz7cD++iZVJaWopOV/snV6/X43A4ANV3oYC3+igjI4Pff/8dq9Vadc78+fPp0aMHCQkJfno3LYtKg3Dnzp389ttvJCUl1Tqu+i34mDJlChs2bKg1TmnTpg0PPPAA8+bNA1S/eZ1AK924ypw5c4TJZBIffPCB2LJli7j55ptFfHx8LQVEhf+47bbbRFxcnFi8eLE4evRo1VZaWlp1zq233irS09PFwoULxerVq0VGRobIyMioOl6Z2mDcuHFi3bp14pdffhGtWrVSqQ38TE31USFUvwUjK1euFAaDQTz11FNi586dYvbs2SIyMlJ8/PHHVefMnDlTxMfHi++++05s2LBBXHDBBfVK5g8aNEisWLFCLF26VHTr1k2lNfAx1157rWjbtm1VSoqvv/5aJCcniwcffLDqHNV3gaeoqEisXbtWrF27VgDixRdfFGvXrq1SqfRGH+Xn54vU1FQxZcoUsWnTJjFnzhwRGRmpJPI9oLF+s1gs4vzzzxft2rUT69atqzVWqalIqfrN/zT1fTuZk9VHhVD95k1CzigUQojXXntNpKenC6PRKIYNGyaWL18e6Ca1WIB6t1mzZlWdU1ZWJm6//XaRkJAgIiMjxUUXXSSOHj1aq5x9+/aJCRMmiIiICJGcnCzuu+8+YbVa/fxuWjYnG4Wq34KTH374QfTt21eYTCbRs2dP8c4779Q67nA4xCOPPCJSU1OFyWQSY8aMEdu3b691zokTJ8SVV14poqOjRWxsrLj++utFUVGRP99Gi6OwsFDcddddIj09XYSHh4vOnTuLhx9+uNagVPVd4Fm0aFG9v2nXXnutEMJ7fbR+/XoxatQoYTKZRNu2bcXMmTP99RabJY312969exscqyxatKiqDNVv/qep79vJ1GcUqn7zHpoQQvhjRVKhUCgUCoVCoVAoFMFHSMUUKhQKhUKhUCgUCoXCuyijUKFQKBQKhUKhUChaMMooVCgUCoVCoVAoFIoWjDIKFQqFQqFQKBQKhaIFo4xChUKhUCgUCoVCoWjBKKNQoVAoFAqFQqFQKFowyihUKBQKhUKhUCgUihaMMgoVCoVCoVAoFAqFogWjjEKFQqFQKBQKhUKhaMEoo1ChUCgUCoVCoVAoWjDKKFQoFAqFQqFQKBSKFsz/A71EELTi6dJMAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2400x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a random color map\n",
    "colorize = torch.clip(torch.cat([torch.zeros(3, 1, 1, 1), torch.randn(3, 200, 1, 1)], 1), 0, 1)\n",
    "center_loc_axis = find_label_center_loc(torch.flip(volume[0, ...] == target_class_index, [-3, -2, -1]))\n",
    "mask = get_xyz_plot(volume, center_loc_axis, target_class_index=target_class_index, colorize=colorize, n_label=201)\n",
    "show_image(mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apply augmentation to lung tumor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "augmenting lung tumor\n"
     ]
    }
   ],
   "source": [
    "volume_aug = augmentation(volume.unsqueeze(0), volume_shape).squeeze(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot augmented lung tumor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2400x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "center_loc_axis_aug = find_label_center_loc(torch.flip(volume_aug[0, ...] == target_class_index, [-3, -2, -1]))\n",
    "augmented_mask = get_xyz_plot(\n",
    "    volume_aug, center_loc_axis_aug, target_class_index=target_class_index, colorize=colorize, n_label=201\n",
    ")\n",
    "show_image(augmented_mask)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
